On declared supports containing a one-parameter family of terminal-segment curve deformations, and under the printed integrability and quote-Slater hypotheses, no finite book of caplets, floorlets, physical or cash-settled swaptions, or standard-timing CMS products on any finite strike–tenor panel bounds any superlinear moment of the annuity pricing weight: exact joint caplet–swaption calibration fails an observable well-posedness criterion. One payment-timing quote per date repairs this. The in-advance claim’s price is affinely a second moment of the inverse terminal bond price, yielding a market-implied coercive gauge, a compact closed weighted-smile image, and an exact support-function dual; a single settlement family on the compounded tape carries every date’s budget, while plain compounded futures provably cannot. Deterministic fixtures certify each mechanism.
Caplets and swaptions are two central vanilla option markets of the interest-rate world, written on
overlapping segments of one discount curve. Parametric models can and do fit selected caplet and swaption panels jointly, while the literature documents both the modeling difficulty and economically
relevant cap–swaption relative-value deviations (Henry-Labordère, 2008; Hunt et al., 2000; Longstaff
et al., 2001). This paper does not claim those restricted calibration tasks are unsolved. It addresses the
sharper nonparametric question: on an untruncated state space, retaining the natural numeraire and
annuity weights, does there exist an arbitrage-free joint law matching both quoted smile
families, is the weighted image closed, and which market information makes that problem well
posed?
The equity analogue of this question—the joint S&P 500/VIX smile calibration puzzle—was solved
by Guyon (2020, 2024): the set of martingale laws matching the SPX marginals, the VIX marginal, and
the consistency constraint linking them is characterized by a duality, and, relative to a chosen
reference law, a minimum-entropy member can be selected and computed by Sinkhorn iteration
(Bourgey and Guyon, 2024). A structural feature supports that program: the prescribed
coordinate marginals are ordinary, unit-weight marginals. They pin the corresponding laws and
provide the tightness backbone; Guyon’s results then close the conditional constraints and
prove the relevant duality under their printed moment assumptions. This is the familiar
martingale-transport setting: existence under fixed marginals in convex order is classical
(Strassen, 1965), and fixed marginals with suitable moments supply the main compactness input
(Beiglböck et al., 2013).
The rates problem transposes differently, and the difference is the subject of this paper. Written in
units of a terminal (anchor-maturity) bond , the normalized price of a payer swaption at strike is
where
is the exercise date, the swap rate, the fixed-leg payment dates with accrual factors , and the price at
, in units of the anchor bond, of one currency unit paid at ; thus is the annuity in anchor units. A
caplet price is , carrying a bond weight at the fixing date for payment at ; a cash-settled
swaption carries yet another curve-dependent weight. Differentiating twice in the strike à la
Breeden and Litzenberger (1978), a quoted smile family determines not the law of the rate but
the weighted marginal —the pushforward of the measure under the observable , with a
state-dependent, unbounded weight . Weighted masses and weighted first moments are then pinned by
martingality alone ( is the initial annuity, for every candidate law), but an bound is not uniform
integrability: nothing in the quoted data controls the joint tail of the weight and the state.
The question this paper answers is whether a finite standard-timing rates book supplies
that missing control, and which additional quote does so when it does not—equivalently,
whether the weighted-smile image of the calibrated class can be made closed, so that feasibility
has a duality characterization and calibration is well posed on the declared untruncated
class.
1.1Results
Fix a finite tenor calendar , an exercise date , annuity dates , and the anchor maturity ;
write for the inverse currency price of the anchor bond and call the numeraire segment. All
definitions are given in Section 2; the calibrated class consists of the martingale term-structure
laws on a declared path space matching a finite quote book . The results come in matched
negative and positive sides, together with an implementation side. They instantiate one
portable principle: state-dependent weighted marginal constraints need not control the weight
itself, and a single quoted convexity functional identifying a coercive moment of the weight
restores compactness and closedness. Everything below is that sentence made exact in the rates
market.
Negative side. Definition 3.1 introduces the escape family: a one-parameter family of admissible curve deformations
supported in the numeraire segment, which multiplies every swap-segment anchor price by a factor
while leaving every swap-segment currency price, hence every swap-segment swap rate and forward rate,
and every swap-segment cash-settlement functional, unchanged. Proposition 3.5 shows that the anchor
payoff of every standard-timing claim—bounded currency payoffs, arbitrary functions of swap-segment
curves, and natural-timing rate claims of linear growth; together these cover caplets, floorlets, physical
and cash-settled swaptions, CMS caplets and coupons of every tenor and payment lag, and bond
options—grows at most linearly in along the family. Theorem 3.6 then proves: for every finite
standard book with quote-Slater room whose support contains the escape family, and for
every superlinear convex ,
The proof is constructive: a vanishing-probability escape atom is
recalibrated exactly by a fixed finite mixture, so the two laws agree on every quote while the
superlinear annuity moment diverges. Three corollaries sharpen the statement. Corollary 3.11: any
finite panel of CMS and cash-settled quotes at arbitrarily chosen strikes cannot repair the
failure—their convexity is convexity in the rate, while the required control is a tail property in the
numeraire direction. Corollary 3.9: on escape-rich supports, whenever the quote-Slater correctors
can be chosen with finite budget for the gauge under test, no admissible coercive gauge is
observably proper—the natural compactness hypothesis for feasibility on the unbudgeted
class is not merely unverifiable but false. And Theorem 3.16 extends both statements from
single-fixing books to books fixing and paying across the whole calendar—under explicit
integrable surgery envelopes, with broad sufficient cases covering bounded-currency and
natural-timing claims and exact-date swap-segment claims—by a conditional-mean-preserving
surgery: the diagonal-linear deformation is paired with the compensator , in which is the
probability carried by the deformed branch, so that as an identity of maps and every conditional
martingale row survives pointwise, leaving only finitely many book values for the Slater
correction.
Positive side. The obstruction is exactly priced by payment-timing convexity. The in-advance claim pays at the
simple rate fixed at for the full segment —payment at the start of the accrual it references. Lemma 4.2
is an exact, model-free identity within the class:
for every calibrated law, where is the contractual
accrual factor of and the claim’s normalized ask; one quoted number is affinely one second moment,
with no convexity adjustment or expansion. Theorem 4.3 converts a strip of such asks into a closed-form
second-moment bound for every linearly dominated pricing weight (Cauchy–Schwarz plus conditional
Jensen; no rate floor); Theorem 4.6 builds from the strip a continuous, inf-compact gauge whose budget
is a market quote; and Theorem 4.7 proves that on the strip-calibrated class the weighted-smile image is
compact, convex, and closed, with an exact support-function characterization of feasibility. The
well-posedness input thus becomes a price, not a model parameter. Proposition 5.2 locates the
boundary: the in-advance claim is statically equivalent to a natural-timing FRA plus an
infinite-strike cap/floor strip, and every finite-strike truncation restores the negative theorem
(Proposition 5.3); a finite-strike implementation therefore requires a wing extrapolation or another tail
assumption.
Implementation side. Section 6 removes the need for a strip at every date. The rolled overnight deposit on
the published compounded fixing tape has a martingale anchor value with , so conditional
Jensen chains every calendar date’s budget to a single settlement date (Theorem 6.2); the
account-convexity claims , Borel functions of the published tape and one terminal bond fixing,
carry the entire gauge budget in one settlement family (Corollary 6.5). A designed margined
settlement index prices these claims exactly with no sign or correlation condition (Corollary 6.7),
whereas plain compounded-rate futures quotes are provably uninformative for the upper
budget: they are exactly invariant under a terminal escape surgery that blows the budget up,
and—given quote-Slater room for the panel augmented by the futures quotes themselves—the
surgery-plus-correction leaves any standard book and all futures quotes exact while the budget
diverges (Proposition 6.8); an imposed positive-association condition bounds the required
moment from the wrong side. A deterministic numerical certificate (Section 7) exhibits two
exactly calibrated laws, indistinguishable on a six-instrument standard book to ten digits,
whose second annuity moments differ by a factor ; the strip separates them by the same
order.
The finite-panel boundary. The negative and positive sides meet at a sharp three-regime boundary, and the impossibility is
directional, not a growth count. Finite panels fail at any strikes: the standard class includes payoffs of
arbitrary growth in the swap-segment rates (class (S2) of Definition 3.4), and they fail identically,
because every standard claim weights its convexity by a numeraire-linear factor (Proposition 3.5). The
idealized all-strike far-segment smile does span the missing moment (Proposition 5.2), and every
finite-strike truncation of it restores the failure (Proposition 5.3); one payment-timing quote per date, or
one settlement family at a single date, replaces the continuum exactly (Lemma 4.2 and Theorem 6.2).
The impossibility theorem therefore concerns practical finite quote panels—the data that
exist—while the completion closes the full weighted-smile image; neither statement reduces to the
other.
1.2Related literature
Robust pricing and martingale transport. In the model-independent literature, existence under fully
prescribed unit-weight marginals goes back to Strassen (1965), and the compactness of the calibrated
class is obtained from those marginals with suitable moments (Beiglböck et al., 2013); finitely many
co-maturing quotes are treated by Davis and Hobson (2007). None of this applies verbatim to rates
smiles, whose constraints carry unbounded state-dependent weights; the present paper can
be read as the statement that, on the declared escape-rich supports and under the printed
Slater hypotheses, the weighted-marginal analogue of that compactness theory fails, and
cannot be repaired by a finite standard-timing quote book. Closest in mechanism is the
observation of Acciaio et al. (2017), refined by Nutz et al. (2023), that semistatic outcome spaces
can fail to be closed for integrability reasons; the annuity escape is an integrability failure
of the same species, realized inside the term structure and shown here, under the printed
support and quote-Slater hypotheses, to be immune to every finite standard-timing remedy. Campi et al. (2017) study how martingale transport interacts with a numeraire change in
the symmetric two-marginal case; the rates problem is the asymmetric case in which each
constraint family lives in its own numeraire and no change of measure removes the weights
simultaneously.
The equity precedent. The joint SPX/VIX literature (Guyon, 2020, 2024; Bourgey and
Guyon, 2024) supplies existence, duality, reference-dependent entropy selection, and computation in
its ordinary-marginal setting. Our negative theorem identifies the rates obstruction at the
closedness step, and the positive theorems recover compactness, a closed weighted image,
and the support-function feasibility dual once the missing tail budget is quoted. Entropy
dual potentials and a non-atomic numerical scheme are not proved here. The instrument
analogy is structural rather than literal: VIX derivatives reveal a conditional log-contract
dispersion quantity, whereas the rates completion must control the numeraire/annuity tail
directly. A variance-style contract written only on a rate can remain blind to the escape
(Remark 3.12).
CMS convexity and the practitioner folklore. The classical CMS literature prices convexity by
replication against the swaption smile under an annuity-mapping (terminal swap rate) assumption
(Hagan, 2003; Mercurio and Pallavicini, 2006; Andersen and Piterbarg, 2010); it is folklore that the
mapping is a model input not identified by vanilla quotes. More specifically, Cedervall and
Piterbarg (2012) model the joint covariance of the swap rate, its annuity, and the payment-delay bond,
linking CMS and payment convexity to swaption volatilities across relevant tenors and CMS-spread
prices while controlling potential arbitrage. Their construction supplies a dependence model. Building
directly on that line, Bang and Daboussi (2022, Proposition 3.1 and Corollary 3.1.1), see also Bang and
Daboussi (2023), introduce an annuity-due measure for a common-expiry family of RFR swap rates. In
their single-curve setting, idealized full swaption smiles determine the individual rate marginals, while a
specified dependence structure supplies a common joint law. Their Corollary 3.1.1 prices the
receipt of a swap rate at reset against payment of the same rate at maturity: its present
value is model-independent and equals the initial annuity times the annuity-measure second
moment of that rate. Applied to the one-period swap spanning , that contract is the in-advance
claim minus its natural-timing FRA, and their identity is then, after accrual and anchor
normalization, exactly Lemma 4.2 below: our one-period identity is a specialization and re-expression
of their Corollary 3.1.1 in anchor units, not a novelty claimed here. Those works supply
dependence constructions and a contract-level identity; the result here instead concerns the
full nonparametric class calibrated to a finite standard-timing panel and, under the printed
escape-rich-support, common-integrability, and quote-Slater hypotheses, proves that the panel does not
control the numeraire-weight tail. Theorem 3.6 and Corollary 3.11 turn that folklore into
a theorem about the calibrated class: the non-identified direction carries, quantitatively,
an unbounded superlinear annuity moment, and no finite family of CMS or cash-settled
quotes (Mercurio, 2008) at any strikes can bound it. The hinge decomposition behind the
in-advance replication is classical, while the identity used here is the pathwise anchor-unit
form of the payment-timing precursor just described. Its economic motivation is the same
marking-to-market convexity studied in the classical forward–futures literature (Cox et al., 1981); the
contribution here is its exact placement as a quoted uniform-integrability budget, together with
a recession-direction theorem showing why finite standard-timing books do not play that
role.
Transport methods in rates. Roome (2026) calibrates the joint law of two CMS rates to CMS and
spread options by a constrained Schrödinger problem and computes no-arbitrage bounds for bivariate
exotics. Posed under a single payment measure with unit weights, finitely many strikes, and a truncated compact state grid, it does not meet the weighted-tail obstruction studied here. The two meet at the
bounds: for payoffs growing superlinearly in the annuity weight, the untruncated escape-rich class gives
infinite bounds (Theorem 3.6), so the grid is the tail assumption, not merely a computational
device.
1.3Scope and organization
Scope. The analysis is single-collateral on a fixed finite calendar; Bermudan exercise, collateral
optionality, and moving calendars lie outside it. The negative results require supports rich enough to
contain the escape family—a declared hard cap on the numeraire coordinate evades them by
construction, at the price of becoming the tail assumption itself. No liquidity or execution claim is made
for the completing instruments; whether sufficiently close structures are quoted and usable is empirical,
so absent that binding the honest output of an exact joint calibration is relative to a declared envelope.
Each boundary is stated precisely in Section 8.
Organization. Section 2 sets the market, the calibrated class, and the two properness notions.
Section 3 proves the negative results. Sections 4 to 6 develop the in-advance strip, its replication
boundary, and the chaining to a single settlement family, with the lower-power and capped contract
variants recorded in Section 4.4. Section 7 reports the numerical certificate, Section 8 collects
boundaries and open problems, and Section A discusses adoption economics and contract design of the
budget carrier; the three longest proofs are deferred to Section B.
2The finite-calendar market and the properness target
Every result in the paper plays out on a single fixed arena, which this section constructs.
We declare the finite calendar and path space, express all prices in the anchor units and
in which term-structure laws become martingale families, and define the calibrated class
of laws matching a finite quote book, together with the carry-closure convention without
which conditional-mean arguments fail outright (Lemma 2.5). The section culminates in the
target that both sides of the paper address: observable properness for linearly dominated
pricing weights (Definition 2.8)—a uniform-integrability property that free first moments
cannot supply (Remark 2.11), that Section 3 proves no standard-timing book supplies, and
whose market-implied restoration is the business of Sections 4 and 6. The section closes by
exhibiting a canonical host class—curves with a fixed log-forward-rate floor—realizing the
support and one-date richness hypotheses outright, and the multi-date branch hypothesis
in the localized form the surgery uses (Section 2.3). A separate finite-dimensional lemma
explains the genericity of relative-interior targets; it does not assert that the observed target is
interior.
2.1Calendar, states, and anchor prices
Fix a finite master calendar
containing the exercise date , the annuity payment dates , and every other fixing, settlement, and payment date of the finite book. The date is the maturity of the selected anchor
numeraire. The last calendar date is kept strictly before the anchor: every segment referenced by the
strip below then has positive accrual, whereas at the in-advance claim of Definition 4.1 would
degenerate ( with zero accrual). Nothing is lost: the boundary date’s budget is trivial, and the boundary
configuration is recovered by omitting the degenerate terminal claim (Remark 5.6). We call the
numeraire segment: the maturity range strictly between the last annuity payment and the
anchor.
At each calendar date the market state contains the currency discount curve on , with
and . All pricing is in anchor units. The anchor price at of one currency unit paid at is
Only finitely many maturities enter the book, its carries, and the strip below. The master
calendar is enlarged, if necessary, so that every retained maturity not later than is itself
a calendar date. Let be the finite set of live maturities at date , with , and let the date-
price state be the vector
Two standing conventions govern the maturity inventory. Initial
completeness and carry closure: every maturity that appears in some already belongs to , and, for
every such , one has at each calendar date . Thus adding a maturity needed by a later book
or strip only enlarges the finite state vector; it cannot create an unconstrained coordinate
midway through its carry chain. Stopped coordinates: if , notation is extended by
This is an
-measurable historical coordinate frozen from onward, not a member of the live vector ; maps
declared to act on the live coordinates leave it untouched. In particular, formulas such as an
annuity weight at a date after an early payment use this stopped extension, never a newly
resampled coordinate. The path space is a set with each . The deterministic initial state is
part of the support declaration itself: every has . Thus lies in the corresponding closed
initial-state cylinder; it is Polish, carries the raw filtration generated by the price states,
and encodes the declared contractual support identities of the market (for example, the
tape–curve consistency identities of Section 6). Non-price production coordinates (fixing
tape, settlement marks) are suppressed from the notation, and their status must be stated
precisely, because the gauge of Section 4 is coercive in the price coordinates only. Three regimes
are compatible with the arguments below: (i) compact-valued coordinates, such as marks
confined to a declared bounded settlement domain, change nothing; (ii) coordinates that are
continuous functions of the retained price coordinates through the support identities inherit
pathwise control from the price state—the compounded fixing tape is of this type, each realized
period rate being a ratio of price coordinates with positive denominator on (Section 6);
(iii) a genuinely unbounded coordinate not controlled by the price state would require its
own coercive gauge term with its own quoted budget, and no claim of this paper covers
it.
Assumption 2.1 (Declared support) .is closed in the ambient Euclidean product .
Equivalently, every bounded subset of is relatively compact in .
Since lies in the open positive orthants, ambient closedness is a genuine support declaration: it
forbids admissible states from accumulating, at bounded price levels, at degenerate curves with a vanishing bond price. It plays, pathwise, the role that inverse-price terms in coercive gauges ( ) play in
expectation: control of the zero-price boundary. It does not bound above, and the escape family of
Section 3, whose coordinates diverge rather than degenerate, respects it. Closedness of
merely in the relative topology of the open orthant would not suffice for the gauge theorem
below.
Assumption 2.2 (Currency-price bound) .There is with for all on . Equivalently, for every
.
This is a mild deterministic floor on negative rates (for example under a rate floor ). No upper rate
bound is imposed: is unbounded on the supports of interest.
Assumption 2.3 (Observation regularity) .Each weight and observable of the finite
observation family used below is continuous on , and both and are linearly dominated in the
sense of Definition 2.6below. For the vanilla family (4) this holds automatically: the weights are
positive combinations of coordinates, the observables are ratios of coordinate combinations with
denominators positive on , the cash-settlement domain obeys the explicit multiplier bound stated
below, and the dominations are exhibited after Definition 2.6.
Definition 2.4 (Candidate law class) . is the set of probability laws on (whose deterministic initial
state is already fixed pathwise by the support declaration) under which, for every retained maturity and
every adjacent pair , the anchor bond coordinate is a true martingale: and
Here belongs to both live
inventories by initial completeness and carry closure. Matured coordinates are stopped according to (2).
In particular, for every maturity not later than (Lemma 2.5 below), since the -bond matures into one
currency unit, worth anchor units.
Lemma 2.5 (Carried conditional means) .Let and let be a retained maturity. Then
and .
Every conditional-mean and pinned-mean statement in this paper is applied only to these retained
calendar maturities. Without initial completeness and carry closure the identity genuinely fails:
on a three-date calendar with but , no printed row connects to , and a deterministic law with , satisfies every imposed constraint; the convention is therefore load-bearing.
Proof.Initial completeness and carry closure put for every adjacent pair of calendar dates between
and , so each adjacent row of (3) applies with its stated integrability; the tower property telescopes
them, ending at . Taking expectations from gives the pinned mean.∎
2.2Quotes, weights, and the properness target
A European claim of the book is a pair : normally, an -measurable Borel currency payoff paid at the
calendar date . We also admit the terminal-settlement convention used only by the static replication in
Section 5: an -measurable payoff may be paid at the anchor maturity , in which case its anchor payoff is
because . This convention adds neither a state date nor a martingale row. Its anchor payoff is , and a
normalized bid–ask quote imposes the affine constraint . Currency prices at time are normalized
by , i.e. quoted in time- anchor units. A finite book is a finite family of such constraints
together with the martingale rows (3); its calibrated class is
a band constraint presupposing
that its expectation is absolutely convergent. Thus the negative results may use arbitrary
Borel book payoffs, but only on laws for which those finitely many anchor payoffs are in .
Weak-continuity and closed-image claims are made only for the separate regular observation/quote class
specified in Assumption 2.3 and Theorem 4.7; absolute integrability alone does not imply weak
continuity.
Quoted smiles are, through the lens of Breeden and Litzenberger (1978), weighted marginals:
twice differentiating a payer-swaption smile in the strike recovers the pushforward of the
annuity-weighted law of the swap rate, and likewise for caplets and cash-settled swaptions with
their own curve weights. We therefore take as observation data a finite family of weighted
pushforwards
with real continuous observables and nonnegative weights , each a finite nonnegative Borel measure on . The observation topology on each output coordinate is the metric
compounding a bounded-Lipschitz distance with the differences of total masses and of first absolute
moments (Lemma 3.8 below); maps into the finite product. Representative weights, measurable
at their respective observation dates, are
with the accruals and the strike-independent
cash multiplier on the declared settlement domain. For a cash observable we require, on
that domain, and ; the latter is the precise condition controlling the cash-rate first-moment
test.
Definition 2.6 (Linearly dominated weight) . A weight , measurable at some date , is linearly
dominated if there are finitely many constants and maturities in (each therefore carry-closed to its own
maturity) with
All weights in (4) are linearly dominated: the annuity with and equality; the caplet weight
trivially; the cash weight with the single term . The associated observables satisfy for the
vanilla book (for the annuity, is a signed combination of anchor bond prices, dominated by
the sum of their absolute coefficients), so control of second moments of linearly dominated
weights controls the full test family . For the cash observation the second domination uses
explicitly.
Remark 2.7 (The test family sits at the cancellation boundary) . The pair controlled here is
exactly the borderline one, and it is worth recording why no inverse-weight moment appears.
Write for the weight and , so that the observable is the ratio on and the weighted marginal is
the finite measure obtained by pushing the -weighted measure forward through that ratio, with
total mass . In these coordinates the two dominations required above are domination of and of
that is, of the weight together with the first-order functional , the case of . For the family (4) the
dominating combinations are positive combinations of carried bond prices, whose expectations are
common deterministic market inputs across the class, so the total masses are uniformly controlled
and the observation topology’s separate mass and first-absolute-moment coordinates are exactly
the data.
That the inverse weight is absent at first order is sharp rather than incidental. More precisely,
let take values in , suppose their joint laws converge weakly on to , assume is uniformly
integrable, and set . If is uniformly integrable, then the normalized -weighted laws of converge in
Wasserstein- to the normalized limit obtained from by zero-weighting if and only if
thus, for a
boundary-free limit, this convergence requires no hypothesis on . For , under the weak-convergence,
numeraire-UI, and positive-mean hypotheses above, membership of the normalized marginals and
their limit in together with Wasserstein- convergence is equivalent to
If , this ratio-tail condition
is equivalent to ordinary uniform integrability of (Huang, 2026, Theorem 3.3 and Corollary 3.4). It can fail even for bounded when a rare state keeps of order one while . The second-moment
bounds used below strengthen the paper’s separate weight-tail target in Definition 2.8; they are
not a substitute for this ratio-tail condition. The first-moment test family above therefore does
not silently assume inverse-annuity control.
Definition 2.8 (Weight-tail target) . The book meets the weight-tail target for the family if
By de la Vallée–Poussin this is exactly uniform integrability of over .
Definition 2.9 (Admissible gauge; observable properness) . An admissible gauge is a function ,
continuous and inf-compact, such that every weighted observation test with continuous of at most
linear growth, and every martingale test of Definition 2.4, is -sublinear: bounded in absolute value
by for every . An admissible gauge is observably proper on the class if every output-compact set
of smile data pulls back to a bounded gauge budget: for every compact in the observation output
space,
Observable properness is the natural compactness hypothesis for feasibility theorems on
the unbudgeted class : gauge sublevels are weakly compact by inf-compactness, and properness
transfers that compactness to the preimages of output-compact sets, closing the weighted image
without a declared budget.
Remark 2.10 (Two properness notions) . The weight-tail target and observable properness must
not be conflated. Because weighted tests are -sublinear, observable properness implies the
weight-tail target on output-compact sets, but the converse fails in general, and neither is a
statement about the other’s gauge. The results below interact with the two notions in precisely
delimited ways: negatively, Theorem 3.6 refutes the weight-tail target for standard books, and
Corollary 3.9 separately refutes observable properness itself, for every admissible gauge, on
escape-rich supports; positively, Theorem 4.6 does not verify observable properness but bypasses
it, supplying an explicit fixed envelope with quoted budget under which the closed-image theorem
(Theorem 4.7) needs no properness at all.
Remark 2.11 (Why first moments are free and useless) . Every anchor coordinate has its mean
pinned by (3): , hence for every . Thus the entire initial curve worth of first-moment constraints
comes for free and contributes nothing to Definition 2.8: an bound is not uniform integrability.
The question is which quoted convexity upgrades it.
2.3A canonical host class
The support and richness hypotheses used below are structural declarations, and one may ask whether
any recognizable nonparametric class satisfies them. The following rate-floor host realizes the support
and one-date richness hypotheses outright, and the multi-date branch hypothesis in the localized,
interior-margin form that the surgery actually uses. The quote-Slater condition remains a separate
target hypothesis. Fix a floor and let be the set of date- anchor states with and
the set of curves
whose average continuously compounded, or log-forward, rates
between retained maturities are at least .
Let be the initial-state cylinder over with a fixed admissible initial curve. Tape coordinates, when
retained, are appended through their defining identities and fall under regime (ii) of the trichotomy
above.
Proposition 2.12 (A rate-floor host for support and richness) .Fix and let be the smallest gap
between consecutive points of the calendar-and-maturity grid. Then:
1.
satisfies Assumption 2.1and Assumption 2.2with ; moreover every coordinate is bounded below, , so the support lies in the open positive orthant while remaining ambient-closed.
2.
on : the deterministic law frozen at the initial curve satisfies every martingale row pathwise.
3.
For every nondecreasing ramp vanishing on , every base path in , and every , replace the date-curve by
and freeze it thereafter. The resulting path again lies in , and is continuous. In particular every retained log-forward rate is weakly raised and the support-richness hypothesis of Section 3(Assumption 3.3) holds at every base path, for the escape ramp there, for every capped variant used in Theorem 5.5, and for the terminal ramp of the multi-date surgery.
4.
For call a state -interior if for every retained pair . For every -interior date-state , every , and every with , both branch states and of the multi-date surgery of Section 3lie in and obey the price bound. Hence the host realizes the localized Assumption 3.13with surgery region the -interior states, for every , with the uniform slack independent of the bounded set . The localization is not removable: at a state with a floor-binding retained pair on which the terminal ramp is strict, , the compensator branch exits the host for every and every with . Such states belong to the host, so no slack uniform over all bounded state sets exists on the host.
Proof.(i) The constraints (6) are weak linear inequalities among nonnegative coordinates, so each
, and then the product cylinder, is closed in the ambient Euclidean product. Taking in (6) gives
, the positive lower bound; chaining (6) from the own-maturity coordinate gives . (ii) Freezing
every anchor coordinate at its initial value makes each increment in (3) vanish pathwise, and the
frozen states inherit (6) from the initial curve. (iii) In currency terms the deformation multiplies
each ratio by , so every retained log-forward rate weakly increases and (6) is preserved; along the
frozen continuation the later curves are the ratios , again with raised forwards. Positivity, the price
bound, and continuity in are immediate. (iv) raises log-forward rates, by the computation in (iii)
applied to the terminal ramp, and lowers prices, so it preserves and the price bound outright.
The compensator multiplies the date- currency curve by , a nondecreasing factor with values in
, so each retained log-forward rate is lowered by at most whenever ; a -interior state therefore
stays above the floor, and the price bound follows from the floor chain as in (i).∎
The following finite-dimensional fact shows that relative-interior targets are dense in any
chosen attainable affine image. It neither asserts that the observed target is interior nor
preserves separately fixed target coordinates unless it is applied to the corresponding convex
slice.
Lemma 2.13 (Relative-interior targets are generic) .Let be an affine map from a nonempty convex set
of laws to and let . Then:
1.
there are laws whose images form an affine basis of , and their uniform mixture has ;
2.
for every and every , ;
3.
consequently the targets in form a convex dense subset of containing for every : a relative-interior hypothesis on the target can fail only on the relative boundary of the attainable set, and any attainable target is moved into the relative interior by an arbitrarily small fixed mixture, at a target perturbation of order .
Proof.(i) is the affine hull of the image points, so some of them form an affine basis; convexity of
and affinity of give , the barycentre of that basis, which lies in the relative interior of the simplex
. Since and , a relative neighbourhood of the barycentre inside is one inside , so . (ii) , and the
segment from a point of to a point of lies in except possibly at the -endpoint (Rockafellar, 1970,
Section 6). (iii) Immediate from (ii), with density as .∎
3Failure of standard-timing books
Remark 2.11 closed the market section with a precise question: which quoted convexity upgrades the
free first-moment pins to a genuine tail control? The negative side of the paper, occupying this section,
answers: none within the standard-timing universe. The escape family of Definition 3.1 supplies the
mechanism, Proposition 3.5 isolates the structural reason—every standard claim weights its rate
convexity by a numeraire-linear factor—and Theorem 3.6 converts the two into unbounded
superlinear annuity moments over the exactly calibrated class, with observable properness itself
failing in its wake (Corollary 3.9) and CMS and cash-settled panels offering no way out
(Corollary 3.11).
Throughout this section is the first calendar date, the initial state is deterministic, and
every book claim is -measurable. This covers the configuration of the joint problem itself—a
caplet–swaption panel referencing one common fixing/exercise date after a deterministic initial
segment—and is the scope of the base theorem below. The general case—books fixing and paying
across the whole calendar—is proved in Section 3.4 by a different device: a conditional-mean-
preserving surgery exploiting the diagonal linearity of the escape deformation. We write
for a base currency curve at and construct from it a one-parameter family of admissible
deformations.
3.1The numeraire-segment escape family
The family is a single ramp in maturity: it steepens the curve only beyond the last annuity payment,
and leaves everything the swap market quotes untouched.
Definition 3.1 (Escape deformation) . For define
Thus on , , and is positive, equals one at , and is
nonincreasing whenever is. The deformation raises forward rates only inside the numeraire segment and
leaves the swap-segment currency curve unchanged.
Lemma 3.2 (Scaling of the state) .Under (7) the anchor coordinates transform as
so every
swap-segment coordinate (), including and each , is multiplied exactly by , and every coordinate is
multiplied by at most . Consequently and , while every currency-curve functional of the restriction to
—in particular the swap rate , every swap-segment simple rate, the currency annuity , and any
cash-settlement rate and multiplier—is unchanged. Along the frozen continuation of Assumption 3.3, the
later currency prices are , so swap-segment currency prices observed at any later date (, where ) are
unchanged as well, and every forward rate for an accrual observed at any date up to coincides with its
date-value.
Proof.Direct substitution in (1): . For , . The annuity and floating leg are positive, respectively
signed, combinations of swap-segment anchor coordinates, and every listed rate functional is a
ratio of currency prices on , which (7) does not touch.∎
Assumption 3.3 (Support richness) .There is a base path whose price state at is , and for
every the path —identical before , carrying the curve at , and continued deterministically after
with all anchor coordinates frozen at their date-values—belongs to . The map is continuous in
the declared finite-dimensional path topology.
The frozen continuation is admissible for Assumption 2.2: the implied later currency prices are since
is nondecreasing. Along every post- price increment vanishes, so satisfies every conditional martingale
row after pathwise. A declared hard support that caps —a finite tree over bounded states,
say—violates Assumption 3.3 by construction; such truncations are the standing alternative to
everything below, and then the cap itself is the tail assumption (Section 8). Escape-richness
is an explicit structural hypothesis: it asks that the declared support be closed under the
particular terminal-segment steepenings above. An unbounded-rate class need not have that
closure property, and unboundedness alone does not imply the hypothesis. It is satisfiable in
a canonical class: by Proposition 2.12 (iii), the rate-floor host contains the escape family
launched from every base path, and indeed every capped-ramp and terminal-ramp variant used
later.
3.2Standard-timing claims are numeraire-linear
With the escape admissible, what matters is how quoted payoffs behave along it. One growth
computation settles that, once the traded universe is delimited.
Definition 3.4 (Standard-timing claim) . A claim with payment date is standard-timing if one of the
following holds on :
(S1)
(bounded currency payoff);
(S2)
is a Borel function, of arbitrary growth, of the currency curves observed at dates up to and restricted to maturities in the swap segment ;
(S3)
with of at most linear growth, where is the simple rate for an arbitrary accrual , observed at any date up to and paid at its accrual end ; along the frozen continuation this rate coincides with its date- forward value (Lemma 3.2).
The standard class consists of finite portfolios of such claims.
Class (S1) contains every physical swaption: indeed , and both legs are finite linear combinations of
currency bond prices bounded by Assumption 2.2. It also contains every cash-settled swaption ( on ;
more generally use the declared multiplier bound following (4)), and every bond option. Class (S2)
contains every CMS caplet, floorlet, or linear CMS coupon of any tenor contained in the swap segment
and any payment lag, and every swap-segment caplet. Class (S3) contains caplets and floorlets on
arbitrary accruals, including accruals inside the numeraire segment, at their natural payment
dates.
Proposition 3.5 (Uniform numeraire-linearity) .For every standard-timing claim there is a constant ,
depending only on the claim and the base state, such that its anchor payoff along the escape family
satisfies
Proof.By (8), . For (S1), gives (9) with . For (S2), Lemma 3.2 gives , a constant. For (S3),
the deformed rate is ∎
so with ,
because . The exponent bookkeeping in the last display is the
telescoping: the rate’s gain of is exactly cancelled by the discount’s loss of , leaving at most one
full power of , attained only when the accrual starts in the swap segment. Finite portfolios inherit
the bound by the triangle inequality.
3.3The negative theorem
Let be a finite standard book: constraints , , with every , together with the martingale rows. Because is
deterministic and , the rows over reduce to the finitely many equalities , . It is convenient to treat these
initial-curve rows as quote components. Let
i.e. the class obtained from Definition 2.4 by releasing only
the finitely many unconditional rows over . Write
a convex subset of , and collect the book expectations
and those released rows into the finite affine map . No topology on laws is used in this section: the
argument below is finite-dimensional convex geometry, and is affine on the convex domain ;
weak continuity of neither holds for arbitrary Borel standard-timing payoffs nor is needed.
A law with , where the initial-curve components of equal , automatically lies in . Fix a
calibrated —which lies in by the book integrability in the definition of and the initial-row
integrability of —and set . By Assumption 3.3 and the frozen continuation, which satisfies every conditional row pathwise, and because a Dirac mass has finite book values, for every
.
Theorem 3.6 (No finite standard book bounds a superlinear weight moment) .Assume Assumptions 2.2and 3.3and the quote-Slater condition , with the relative interior
attained by laws of finite gauge budget whenever a gauge is under discussion. Then for every
superlinear increasing convex ,
In particular the calibrated class , which contains , contains laws
with arbitrarily large superlinear annuity moments. Since the weight-tail target of Definition 2.8requires a uniform bound for every member of the weight family (4), divergence of the annuity
member alone shows that fails the target. Divergence for an individual non-annuity weight is
not claimed in general: it transfers, by the same proof with the probability schedule retuned to
that weight, exactly when the weight scales proportionally to with positive base value along the
escape—so for every weight loading positively on a swap-segment maturity—whereas a weight
concentrated on numeraire-segment maturities scales like , sublinearly, and is not covered.
Proof.Write for the functional vector of the escape atom; its book components are bounded by
by Proposition 3.5, and its initial-curve components equal by Lemma 3.2. Hence for a constant
.
We first fix, once and for all, a finite family of correcting laws. Let be the direction space and
. Since , there is with for every , (Rockafellar, 1970, Section 6). Choose an orthonormal basis
of and laws with .
Let , as superlinearity requires, and put ∎
The correction the atom requires is
where because
and both lie in ( and ). Expand and set , so that and . Define the fixed-mixture correction
which is a legitimate convex mixture for all large , and put
Then is a probability law on with the
correct initial state; the conditional martingale rows at dates are affine in the law and hold for
every mixture component, and finite convex mixtures of finite-book-value laws have finite book
values, so ; and exactly. The initial-curve components of are the released rows, so and matches
every book band. Finally, by Lemma 3.2 and ,
Remark 3.7 (The Slater condition) . The hypothesis asks for relative-interior room in the joint
attainable set of book values and initial-curve rows over the prediction class—the standard quote-Slater pattern of exact finite-panel calibration, here applied with the curve rows counted
among the quotes. It excludes targets on the relative boundary of the attainable convex set, which
need be neither closed nor polyhedral. No conclusion is made here for such targets; a separate
face analysis would be required and may reveal a boundary constraint that blocks the escape. By
Lemma 2.13, applied with and the joint book-and-released-row map , relative-interior targets
form a convex dense subset of that full attainable image. The small mixture in the lemma generally
perturbs both the book values and the released initial-curve row targets. It therefore neither
proves that the observed is interior nor preserves the fixed initial curve; the quote-Slater condition
above remains an explicit hypothesis. If one instead fixes the released rows first, the lemma may
be applied to that convex slice and its book-only image, but that is a different relative-interior
statement from the one used in Theorem 3.6.
Lemma 3.8 (Output-space compactness criterion) .Equip the finite nonnegative Borel measures on with the metric
the bounded-Lipschitz distance. A family of such measures is relatively compact
if
1.
masses are uniformly bounded, ; and
2.
first moments are uniformly integrable, as .
Proof.Conditions (i)–(ii) give uniform tightness by Markov, , and uniformly bounded first
moments, . Let . If , pass to a subsequence with ; then and , which vanishes on letting then
; so in . Otherwise pass to a subsequence with and normalize: the probability measures are
uniformly tight, so Prokhorov’s theorem (Kallenberg, 2021) yields weakly, hence , giving and
mass convergence. For the moment coordinate put : for each by weak convergence, while
uniformly in ; a three-epsilon argument with monotone convergence in gives and . Hence in .∎
Corollary 3.9 (Failure of observable properness) .Let be any admissible gauge (Definition 2.9)—in particular, taking the annuity test with , for every
. Under Assumption 2.3and the hypotheses of Theorem 3.6, with the correcting laws of its proof
chosen with finite -budget, there is a compact subset of the observation output space such that
Thus observable properness fails for every admissible gauge on an escape-rich generic support:
not only does the standard book fail to verify it, no admissible gauge satisfies it.
Proof.Take in Theorem 3.6 and retain its family , except that is now chosen from the gauge: put
. Sublinearity with gives , and for every , , so . Choose ; then , so every step of the theorem’s proof
is unchanged, while
Each has finite -budget: the atom contributes and the mixture components
were chosen with finite budget.
It remains to place in one compact output set for the observation topology of Section 2;
by Lemma 3.8 it suffices to check, coordinate by coordinate, uniformly bounded masses and
uniformly integrable first moments for . Masses are uniformly bounded by pinned coordinate
means over the whole class: for every , by linear domination and the martingale rows. For the
first-moment tails , split the mixture. The correction part lies in the convex hull of the fixed finite
set , each member of finite first moment since is bounded by pinned linear envelopes; their tails
vanish as by dominated convergence, and a tail of a convex combination is the convex combination
of the tails. The atom part has total first moment , by Lemma 3.2 and linear domination of
together with the frozen swap-segment observables; so given there is beyond which the atom’s
whole moment is below , while for the compact range the atom is supported at the single point ,
bounded because is continuous into and is continuous, so enlarging empties those tails entirely.
The tails therefore vanish uniformly, is compact by Lemma 3.8 applied in each of the finitely
many coordinates, and by construction.∎
Remark 3.10 (What the corollary does and does not say) . The corollary upgrades a single
escape example to a statement about the properness hypothesis itself: on any support rich enough
to contain the deformation family, and for any book with quote-Slater room, the hypothesis is not
merely unverified but false, for every admissible gauge. It does not touch supports that exclude
the family—hard caps on remain the coherent alternative—and it is proved here only in the
, -book scope stated above. The phrase “for every admissible gauge” includes the load-bearing
requirement that the fixed Slater correcting laws can be chosen with finite budget for that gauge.
Corollary 3.11 (CMS and cash-settled quotes cannot close the image) .CMS caplets, floorlets,
and coupons of any strike, tenor, and payment lag within the swap segment, and cash-settled
swaptions of any strike, are standard-timing claims. Add any finite family of them to a
finite standard book and suppose the augmented finite-integrability domain and quote map still
satisfy the quote-Slater hypothesis of Theorem 3.6. Then that theorem remains in force: their
rare-escape-mixture contribution is before the exact finite correction, while every superlinear
annuity moment diverges.
Proof.Classes (S2) and (S1) of Definition 3.4, as itemized there; then Theorem 3.6.∎
Remark 3.12 (Diagnosis: convexity in the wrong variable) . Along the escape the swap rate, every
swap-segment rate, and the cash-settlement functional are frozen; only the numeraire ratio moves.
CMS and cash-settled convexity is convexity in the rate and is therefore blind to the move, while
the claims’ anchor weights are exactly linear in . Properness for the annuity weight is a tail
condition on the numeraire direction. Under the quote-Slater mixing hypothesis, and excluding
a boundary or support constraint that removes the escape, a nonnegative quoted instrument
can block the escape through a finite ask only if its anchor payoff grows superlinearly in along
Definition 3.1; by Proposition 3.5 this requires either payment before the accrual end of a rate
it references, or explicit superlinear dependence on far-segment inverse bond prices. This is the
exact content of the next section. Collapsing the swap-segment data to a pinned pair yields
an abstract two-coordinate version of the escape; the family of Definition 3.1 realizes it on an
admissible curve with positive forwards and identifies which market segment carries it.
3.4The multi-date extension
The preceding theorem treats books of -measurable claims at the first calendar date. A general book
fixes and pays across the whole calendar, and the natural pasting attempt fails at once: an escape atom
inserted at an interior date violates the conditional martingale rows at every earlier date along its
history—a continuum of constraints, unreachable by any finite-dimensional relative-interior correction.
The extension rests on one structural fact: the escape deformation is diagonal-linear on the live
coordinates, . It can therefore be paired with the compensating diagonal map
well defined with positive
entries whenever , acting on the live coordinates of the date- state and copying stopped coordinates.
Replacing each date- state by the two-point branch (probability ), (probability , each
followed by the frozen continuation , preserves the conditional mean of every live coordinate at
every history simultaneously and exactly. The continuum of conditional rows is disposed of
pointwise; only the finitely many book values move, and those the Slater correction fixes. The
fixture PC1-MD-2P (pc1_multidate_regression.py) verifies the mechanism numerically; see
Section 7.
Fix a calendar date with . A coupon date is live at with ; a coupon date has matured, and its
stopped value enters the annuity weight as a historical component (Section 2). Decompose
so that the
surgery below scales by exactly and copies ; for the historical part vanishes and . By carry closure and
Lemma 2.5, for every .
Assumption 3.13 (Multi-date support richness, localized) .There is a Borel set of date-states—the surgery region, declared with the support—such that for every bounded there is with
the following property: for every with , every , and every with , the two modified paths—agreeing
with before , carrying respectively on the live coordinates at with stopped coordinates copied,
and frozen thereafter—belong to and satisfy Assumption 2.2. The resulting two branch maps are
Borel.
The deformation lowers far-segment currency prices and fixes the rest; the compensator perturbs
currency prices by a factor in , so the price bound needs the vanishing slack the assumption grants. The
localization to a declared surgery region with region-dependent slack is deliberate, and is what the proof
actually uses: its truncation step works on one bounded subset of at a time. It is also what a support
carrying a hard constraint boundary can honestly provide: at a state of the rate-floor host of
Proposition 2.12 with a floor-binding retained pair on which the terminal ramp is strict, the
compensator branch exits the support for every and every with . Thus a globally uniform slack over all bounded state sets is unavailable, while every interior-margin region works with a slack depending only
on the margin (Proposition 2.12 (iv)).
Assumption 3.14 (Frozen surgery envelopes) .For every book claim paying at a date there is a
nonnegative Borel envelope such that its absolute anchor payoff on the continuation frozen from the
date-prefix is at most , , and, throughout the richness window,
The original anchor payoffs are required
to be absolutely integrable only on the finite-integrability domain used below; no weak continuity is
asserted for this Borel book.
with nonnegative
-measurable coefficients and finite -expectation, satisfies (11). Consequently Assumption 3.14holds
for every bounded-currency claim (S1) (, constant coefficient); every natural-timing rate claim
(S3) with (, constant coefficients); and every claim whose payoff is fixed strictly before (with
-measurable coefficient, integrable since ). A swap-segment claim (S2) fixing exactly at is also
covered, without a payoff cap: take . Both and multiply all live swap-segment coordinates by a
common factor, so the referenced currency curves and are unchanged, while scales by at most
, respectively at most one. Its envelope is integrable because, conditionally on , carry closure for
the retained payment maturity gives , and the book anchor payoff is absolutely integrable. A (S2)
claim fixing strictly after is covered under the same formula whenever its frozen anchor payoff
is -integrable; a declared bound on its currency payoff is a simple sufficient, but not necessary,
condition.
Proof.Each coordinate multiplier of lies in and each coordinate multiplier of lies in , so the
first assertion is immediate. For (S3), on frozen paths and with the frozen rate equal to the date-
forward, ∎
Theorem 3.16 (Multi-date negative theorem) .Let be a finite standard book, with claims fixing
and paying at arbitrary calendar dates, satisfying Assumption 3.14, and let denote its anchor
payoffs. Let be the finite affine quote map on the convex domain of laws with absolutely finite
book values. Assume Assumptions 2.1, 2.2and 3.13, let with and —the base law loads the surgery
region fully—and assume the quote-Slater condition . Then for every superlinear increasing convex
,
Corollary 3.17 (Multi-date failure of observable properness) .Let be an admissible gauge
(Definition 2.9), with and the correcting laws of finite -budget. Under Assumption 2.3and the
hypotheses of Theorem 3.16there is a compact output set with
Proof.Use the trigger set , raw surgery law , fixed correcting laws , correction weights ,
and exact laws constructed in the proof of Theorem 3.16 in Section B. The live annuity is
-sublinear. Indeed, carry closure writes it as a finite linear combination of initial constants and
martingale increments with the bounded test , and every such test is -sublinear by Definition 2.9.
Consequently, for every there is such that pathwise.
Define the actual deformed-branch budget ∎
It is finite: for fixed , the corresponding branch
paths form a bounded subset of (the prefix lies in and the post- coordinates are frozen transformed
coordinates). Its closure is compact by Assumption 2.1, so the continuous is bounded there. Since
the live annuity is multiplied by on that branch,
It follows that : for every fixed , its limit inferior
is at least , and then . For all sufficiently large take
Then , , and the deformed branch contributes
. The correction weight is , so eventually and . Each has finite budget: both modified branch
sets are bounded subsets of with compact closure by Assumption 2.1, while the other mixture
components have finite budget by hypothesis. For output compactness we verify the hypotheses
of Lemma 3.8 coordinatewise, as in Corollary 3.9. Masses are uniformly bounded over all of
by linear domination and pinned coordinate means. For the first-moment tails, decompose . The
correction part lies in the convex hull of finitely many fixed laws of finite , whose tails vanish
as . The part splits into the unmodified paths, whose tail is at most the fixed tail of , and the surgery branches, whose total contribution to is at most (pinned linear-domination envelopes),
vanishing along the schedule; and for any residual compact parameter range the branch paths lie
in a compact subset of after taking their closure: the prefixes lie in , the parameters are bounded,
and Assumption 2.1 makes every bounded subset of relatively compact. On that compact closure
the continuous is bounded, so enlarging empties those tails. Hence the tails vanish uniformly,
is compact, and it contains every .
Remark 3.18 (Consistency and three structural observations) . (i) The convexity quotes of
Sections 4 and 6 block the surgery, as they must: the deformed branch moves an in-advance or
account-convexity quote by order along the second-moment schedule, so augmented books leave
no calibrated escape. (ii) The one-date Theorem 3.6 is the degenerate case with deterministic
history; the present proof is independent of the released-rows device used there. (iii) If every book
maturity lies in the swap segment and every currency payoff depends only on currency curve
ratios (hence is invariant under common rescaling), then and are scalar on the relevant live state,
each anchor payoff is positively homogeneous of degree one, and the surgery preserves the book
exactly. This covers the usual rate-based (S1)–(S3) claims, but not an arbitrary bounded (S1)
payoff that explicitly reads the anchor scale. The Slater correction is therefore needed for claims
mixing swap- and numeraire-segment maturities, and more generally for any claim lacking this
scale invariance; the regression fixture exhibits the former case to machine precision.
4The in-advance convexity strip
The diagnosis of Remark 3.12 is constructive in disguise: of the two ways a quoted instrument can grow
superlinearly along the escape, the simplest is payment timing. The positive side of the paper begins
here, with the instrument that spends that observation. Paying the segment rate at its fixing date rather
than at the natural payment date weights the payoff by one further factor of , and Lemma 4.2 turns the
resulting quote into the second moment by an exact identity. From this single input the
section derives a uniform second-moment certificate for every linearly dominated weight
(Theorem 4.3), a market-implied inf-compact gauge under which the weighted-smile image is
closed with an exact support-function dual (Theorems 4.6 and 4.7), and, in Section 4.4,
lower-power and capped contract variants showing how much design freedom the certificate
tolerates.
4.1The instrument and the exact price identity
The instrument is elementary to state, and its price identity is the whole of the input the positive side
needs.
Definition 4.1 (In-advance claim) . For a calendar date and contractual accrual factor for the
segment , the claim pays at the currency amount
the simple rate fixed at for the full segment , paid at
the start of its own accrual. Under Assumption 2.2, is bounded below, while its anchor
payoff has negative part bounded by . Its expectation is therefore well defined with value
in ; imposing a finite ask makes that expectation finite. No nonnegativity of the claim is
assumed.
The payment date precedes the accrual end of the rate the claim references; by Definition 3.4 it is
not standard-timing, and it is exactly the payment-timing mismatch of the classical Libor-in-arrears and
futures-margining convexity complex.
Lemma 4.2 (Exact second-moment identity) .One currency unit at is worth anchor units, so the
anchor payoff of is . Consequently, for every , the following equality holds as an extended-real identity in
:
In particular, if the book contains the ask constraint with , then every calibrated law satisfies
Proof.At , one currency unit buys anchor bonds; this is the definition (1) of the anchor price
of currency. Multiplying (12) by gives the anchor payoff. The function is bounded below, so its
extended expectation belongs to . The right-hand side is also well defined because : the -maturity
bond’s anchor price is a true -martingale with terminal value (Definition 2.4). Rearranging proves
(13), and the ask constraint gives (14).∎
The identity is exact and model-free within the class: no convexity adjustment, expansion, or
lognormal proxy enters. One quoted number is affinely one second moment. Lemma 4.2 is not new: it is
a specialization and re-expression, in anchor units, of the timing-spread identity of Bang and
Daboussi (2022, Corollary 3.1.1), which prices the receipt of a swap rate at reset against payment of the
same rate at maturity as the initial annuity times its annuity-measure second moment; taking their swap
to be the one-period swap spanning and normalizing by the anchor bond gives (13), the contract-level
form being Proposition 5.2 below. What is claimed here is not the identity but its use: the
quoted ask becomes a uniform-integrability budget for the calibrated class (Theorems 4.3, 4.6
and 4.7).
4.2The certificate for linearly dominated weights
That use begins here. A quoted second moment at the right maturities transfers, by domination, to
every weight the quoted smiles carry.
Theorem 4.3 (Second-moment certificate) .Let have a linear domination at maturities :
Let the book
contain the finite asks for , whose accrual factors are denoted . Thus, by Lemma 4.2, the
bounds (14) hold at all the . Then every calibrated satisfies
In particular, for the physical
annuity,
and the analogous single-term bounds hold for the caplet weight and the cash weight
.
Proof.By the Cauchy–Schwarz inequality for the finite positive weights , ∎
By carry closure () and
Lemma 2.5, almost surely, and conditional Jensen gives . Taking expectations and inserting (14)
termwise proves (15). No lower rate bound and no bound on the currency annuity is used.
Corollary 4.4 (Uniform integrability of the weight family) .Let be any book containing the
strip ask at every domination maturity used for and , for each . Then
for every weight of (4), with
the explicit constants of Theorem 4.3; hence and, for the vanilla book, are uniformly integrable over , the latter because is itself linearly dominated (Assumption 2.3). The weight-tail target of
Definition 2.8holds with .
4.3A market-implied gauge and the closed image
Uniform integrability of the weight family is what the fixed-envelope theorems consume. Quoted at every
date, the strip upgrades it to a coercive gauge whose budget is itself a price.
Assumption 4.5 (Quoted strip) .The book contains, for every post-initial calendar date , , the
ask constraint of with finite normalized ask .
Theorem 4.6 (Market-implied gauge) .Under Assumptions 2.1 to 2.3 and 4.5, define on
Then is continuous and inf-compact on ; every weighted test with of linear growth and every
martingale test of Definition 2.4is -sublinear, i.e. bounded by for every ; and every law calibrated
to the strip satisfies . Thus is an admissible gauge in the sense of Definition 2.9, and the pair is a coercive envelope whose budget is a market quote.
Proof. is a finite sum of squared coordinate functions, hence continuous. On each for , and
by Assumption 2.2 every noninitial live price coordinate obeys . The complete initial vector
is the fixed on by the support declaration of Section 2, so the level set is bounded in the
ambient Euclidean product. It is also closed there: is continuous and is ambient-closed by
Assumption 2.1. A bounded, ambient-closed set in a finite product of Euclidean spaces is compact, and its points lie in , hence in the open positive orthants; without Assumption 2.1 the level
set could accumulate at zero-coordinate boundary points and inf-compactness would fail, since
controls the coordinates only from above. For sublinearity, any test in question is bounded in
absolute value by for constants depending on the test (weighted tests via Assumption 2.3 and
Assumption 2.2; martingale tests via ), and . The budget is Lemma 4.2 summed over the strip.∎
Theorem 4.7 (Closed image and exact support dual on the calibrated class) .Let be the class cut by
the strip asks. Assume : feasibility of the augmented book is a hypothesis of this theorem, not a
conclusion—an empty is a conflict of the augmented quote panel and lies outside this theorem’s scope;
on an infinite state space its detection is a separate question, not a finite-dimensional linear program.
Let be the finite observation family of Section 2, with linearly dominated weights, valued in the product
of finite positive measures carrying the observation topology (weak convergence plus first absolute
moments). Then:
1.
is convex and weakly compact;
2.
is affine and continuous on , and is compact, convex, and closed;
3.
a target in the ambient product of finite positive measures with finite first absolute moments satisfies if and only if
for every tuple of continuous of at most linear growth.
Consequently every conclusion available on a fixed coercive envelope holds on the strip-calibrated
class with the envelope budget quoted rather than declared. Every particular infeasible target
admits a certificate consisting of one finite tuple of continuous linear-growth tests. This is an
existential separation statement, not an a priori finite-dimensional linear program, and the
separating tuple need not be a finitely supported traded portfolio. Adjoining further quote
constraints to preserves compactness whenever their payoffs are continuous and -sublinear—the
truncation argument of the proof applies verbatim—but arbitrary Borel constraints, or unbounded
constraints without this -sublinear control, are not covered by this theorem. This bypasses
observable properness on the unbudgeted class rather than verifying it (Remark 2.10); by
Corollary 3.9, on escape-rich supports that hypothesis could not have been verified by any admissible
gauge.
Remark 4.8 (What is quoted, what is declared) . In a declared-envelope implementation the
gauge pair is a modeling input; Theorems 4.6 and 4.7 replace it by strip asks and the initial
curve, and nothing else in the fixed-envelope chain changes. If the strip is quoted only on a subset
of dates, the theorems hold with the calendar restricted accordingly; if it is not quoted at all, the
envelope reverts to a declared field, and should be reported as such. Only ask sides are used: bids
may be imposed for calibration but play no role in the tail budget, and no continuity of is ever
needed, which is why no fourth-moment instrument is required.
4.4Contract-design variants: lower powers and caps
The preceding remark separated what is quoted from what is declared. A second freedom concerns the
shape of the quoted contract itself.
The certificate and closure machinery is tolerant of contract engineering: neither the exponent nor
the uncapped payoff is essential. The two variants below license, respectively, thin-tailed and
bounded-payoff contract designs.
Proposition 4.9 ( -power strips suffice) .Fix . Let pay at the currency amount , so that its anchor
payoff is , with negative part bounded by . Then:
1.
for every , as an extended-real identity in , ; a finite ask gives ;
2.
if with and retained maturities carrying finite asks , then
so the weight-tail target of Definition 2.8holds with ;
3.
with -power asks at every post-initial calendar date, is an admissible gauge with quoted budget , and Theorems 4.6and 4.7hold verbatim with in place of .
Proof.(i) On and for one has , so ; for , . Hence and both sides are well defined; the mean is
pinned by Lemma 2.5, and rearranging gives the identity.
(ii) Minkowski’s inequality in gives . By carry closure and Lemma 2.5, , and conditional
Jensen for the convex gives by (i).
(iii) The gauge proof of Theorem 4.6 transfers with three substitutions: on every noninitial
and every live coordinate is at most , the initial vector being fixed, so level sets are bounded and, by
ambient closedness, compact; sublinearity of a linear-growth test follows from for ; and the budget
is (i) summed over the strip. The closed-image proof of Theorem 4.7 uses only inf-compactness
of the gauge, -sublinearity of the tests, and monotone truncation of the continuous nonnegative ;
all three persist.∎
Proposition 4.10 (Capped strip and governed residual) .Fix a cap and let pay at the currency
amount . Then:
1.
is a bounded currency payoff, of class (S1): . In particular, by Theorem 3.6, capped claims alone cannot restore the weight-tail target on escape-rich supports;
2.
the capped identity is exact: for every , , and a finite ask gives ;
3.
pathwise , so for any declared tail field over the class in use,
and Theorems 4.6and 4.7hold with the quoted-plus-declared budget ;
4.
the residual has the layer-cake representation , valued in and nonincreasing in ; whenever it is finite at some —equivalently , as on any class carrying a finite declared field —it is finite for all with right derivative : on such classes the single governance parameter carries a computable sensitivity.
Proof.(i) For , ; for , . (ii) Multiply by : , and because and the mean is pinned by Lemma 2.5;
both sides are finite, and taking means and rearranging gives the identity. (iii) The pathwise square
decomposition is immediate from considering and ; the displayed bound follows from (ii), and the envelope theorems require of the budget only finiteness of per date, which quoted-plus-declared
supplies. (iv) and Tonelli give the representation in and monotonicity; under finiteness at the
tail integral is finite for , and right-continuity of gives the right derivative.∎
5Replication boundary, futures, and the anchor lever
Does the in-advance quote carry information beyond the finite panel the market actually observes,
or is it a repackaging of that panel? The question is one of information content relative
to the observed quotes, not of historical priority: the underlying payment-timing identity
is not new here, its precursor being recorded in Section 1.2 and beside Lemma 4.2. This
section answers: both, and the tension is precisely locatable. Proposition 5.2 writes as a
natural-timing FRA plus an infinite-strike cap/floor strip on its segment, so the required
convexity is present in an idealized all-strike smile; Proposition 5.3 shows that every finite-strike
truncation restores the negative theorem, so no traded finite panel substitutes for the quote.
The boundary between the paper’s negative and positive sides thus runs along the wing
(Remark 5.4). The section then sets up the margining conventions under which Section 6 makes its
contract-level statements, and closes with the one free coordinate not yet examined: the
anchor itself. Theorem 5.5 shows that no anchor placement strictly beyond the last annuity
payment removes the obstruction and that the printed strip budgets every such placement at
once, while Remark 5.6 reads the residual placement question as model risk rather than
normalization.
5.1The in-advance claim is an infinite-strike wing
The wing enters through one elementary identity for the square.
Lemma 5.1 (Quadratic hinge decomposition) .For every ,
Proof.For the first integrand contributes and the second vanishes; for the roles are
exchanged.∎
Proposition 5.2 (Static equivalence with a natural-timing strip) .Let be the simple rate for fixed at .
Then, pathwise,
so the anchor payoff of coincides, as a random variable, with the anchor payoff of the
portfolio paying at the currency amount ; recall that a currency payment at has anchor weight . By
Lemma 5.1, that portfolio is the natural-timing FRA on plus times the equal-weight all-strike strip of
caplets and floorlets on the same segment, paid at under the terminal-settlement convention of
Section 2. Prices below are normalized per unit rate payoff: for set and ; the usual deterministic
notional and accrual factors can be restored on both sides. Under every , and for equality
quotes, the prices obey
With bid–ask quotes, the right-hand side evaluated at ask prices is a
synthetic ask , and every calibrated law satisfies , provided the ask surface is integrable in
.
Proof.With , , which is (18). Both claims’ prices are of the same random variable, by Lemma 4.2
for the left side and by for the right; thus . Insert (17) at and Tonelli to obtain , which is
(19) under equality quotes. Under ask constraints, each hinge expectation is bounded by its ask,
and monotone integration gives the synthetic-ask inequality; combining with Lemma 4.2 gives
the second-moment budget. The factor bookkeeping is fixed by : no additional multiplies the
left-hand side of (19).∎
This is an elementary pathwise payment-timing identity in anchor units; the hinge decomposition is
the classical payoff-spanning mechanism of Breeden and Litzenberger (1978) and Carr and
Madan (2001). It reconciles the two sides of this paper: the properness information is present in an
idealized all-strike far-segment smile, and the in-advance quote compresses the entire wing integral into
one quoted number.
Proposition 5.3 (Every finite-strike truncation restores the failure) .Fix and replace the strip
in Proposition 5.2by its truncation to strikes , quoted either at finitely many cap strikes together
with floor strikes , or as the single combined aggregated payoff
This equals when and is therefore one claim of at-most-linear tail growth in class (S3). In either reading the truncated strip is a
finite standard book. If and all claims are -measurable, Theorem 3.6applies directly; for arbitrary
fixing dates or a finite panel across the calendar, the same conclusion follows from Theorem 3.16under its support-richness, surgery-envelope, finite-integrability, and quote-Slater hypotheses. A
continuum of separate strike equalities is not a finite book and is not covered. For the explicit
base-case wing asymptotic, take (hence and ). Along the escape family the truncated cap-side
payoff then obeys
its price perturbation is , and the discarded wing term carries the whole
divergence .
Proof.The displayed cap-side integral identity is elementary for ; the corresponding floor-side
identity follows by replacing by . Each finitely quoted hinge, and the combined aggregated payoff
as a function of , is a natural-timing claim of at-most-linear growth on paid at , hence belongs to
(S3). Therefore Proposition 3.5 bounds its escape payoff by , and the choice of in Theorem 3.6
sends the price perturbation to zero. Under the displayed condition, , so the wing term is of order
with probability , and for the second-moment choice .∎
Remark 5.4 (Where the tail envelope really lives) . In any finite-strike implementation, a wing
extrapolation or another tail assumption is required. Within the declared escape-rich far-segment
setting, Propositions 5.2 and 5.3 show that this choice is the tail envelope of the calibration
problem. Quoting the in-advance claim, or its margined relative, would replace that modeling
input by a price.
The boundary in bond-price coordinates. A put on the terminal bond, paying at , is a currency payoff bounded by , hence class (S1); a call is
bounded through the declared price bound (Definition 3.4 and Assumption 2.2). In anchor units the
mechanism is visible: the put pays and the call , so every finite panel of terminal-bond
options has anchor payoff of at most linear growth along Definition 3.1 and inherits the
negative theorem. The all-strike limit reproduces the completion in bond-price coordinates:
for a top strike ,
the second-moment claim of Lemma 4.2 in bond-price coordinates. The two truncations behave asymmetrically, and the asymmetry locates the wing. Truncating
the top strike is harmless: , a defect whose expectation is bounded by under every by the
pinned mean. Truncating the bottom strike is fatal: on the strip restricted to is affine in , so
any strike set bounded away from zero—in particular every finite panel—is tail-linear and
restores the negative result. The smile wing of Propositions 5.2 and 5.3 reappears here as the
deep out-of-the-money bond puts, with strikes accumulating at zero. Fixture R12 of the
regression suite realizes the identity, both truncation behaviours, and the growth dichotomy
numerically.
5.2Futures margining and the practical strip
Under the idealized discrete-resettlement and rolled-margin convention of Lemma 6.6, the
futures price has the rolled-account expectation derived there; the classical forward–futures
literature provides the economic motivation (Cox et al., 1981). Section 6 then makes the
paper’s precise contract-level statements in both directions: a designed settlement index on
the compounded tape prices the required second moments exactly, with no sign condition
(Corollary 6.7), whereas plain compounded-rate futures quotes are exactly invariant under a
terminal escape surgery, so no upper budget follows from them, alone or—given quote-Slater
room for the panel augmented by the futures quotes themselves—jointly with any finite
standard book (Proposition 6.8); an imposed positive-association condition bounds the needed
moment from below—the wrong side for a certificate—whereas a negative-association class
hypothesis would reverse it. Neither sign follows merely because the variables share the factor
.
5.3Anchor robustness
One may ask whether the obstruction is an artefact of the anchor placement: the escape deforms a
segment whose location the choice of fixes. Two statements must be distinguished. Within the fixed-
formulation, the obstruction persists after normalizing the annuity by every retained maturity strictly
beyond the last annuity payment. If that maturity also lies beyond the full calendar, the same
construction transfers by change of numeraire and gives a literal alternative-anchor result. The quoted
strip budgets all such normalizations at once under the hypotheses printed below. The boundary
normalization , which empties the invisible segment, is not covered and is the separate regime of
Remark 5.6, where the residual escape must deform inside quoted accrual ranges. For a normalization
maturity with write
for the -anchored annuity weight, and let be the ramp capped at ; the case is
Definition 3.1.
Theorem 5.5 (Anchor transfer and a universal budget) .
1.
Assume Assumption 2.2and the quote-Slater condition of Theorem 3.6. Also assume Assumption 3.3for the capped-ramp family
This richness is automatic at every base path of the rate-floor host by Proposition 2.12(iii). Then for every superlinear increasing convex ,
Thus no such normalization maturity strictly beyond the last annuity payment makes a finite standard book bound the corresponding weight tail in the fixed-formulation.
If, in addition, and every book payment occurs by (so the special -settlement convention is not used), define for each such the -forward law on by
Then, for every retained , the relative bond prices are martingales under through ; the corresponding -denominated book and released-row targets equal , and
Hence every genuine whole-calendar anchor in this range inherits the obstruction.
2.
(Universality.) On any support with log-forward floor in the sense of (6)—in particular the rate-floor host—fix an observation date and a normalization maturity with . Let satisfy , let the book contain a finite ask at every , and suppose
Then pathwise, so is -anchored linearly dominated with constants , and those quoted asks bound through Theorem 4.3with those constants. Under a nonnegative log-forward floor the constants are unchanged: one quoted strip at the longest anchor budgets every such normalization’s weights, and no per-normalization quote is required.
Proof.(i) The capped ramp is nondecreasing, has range , and vanishes on , and the proof of
Theorem 3.6 uses no other property of the ramp. In detail: the computation of Lemma 3.2 gives ,
so swap-segment coordinates scale by exactly, every coordinate by at most , every currency-curve
functional of the swap segment is unchanged, and the frozen continuation respects the price bound
because the ramp is nondecreasing. The three estimates of Proposition 3.5 use only the frozen
swap segment, the bound , and ramp values in , so as before. The target scales exactly, , since
each carries ramp value while carries ramp value . With these three inputs, the relative-interior
correction, the probability schedule built from , and the fixed-mixture construction in the proof
of Theorem 3.6 apply verbatim, giving . If , carry closure makes a strictly positive density
martingale through the full calendar. Bayes’ formula therefore makes every a -martingale and,
for a claim paid at , ∎
Thus the transformed book and released rows are calibrated exactly. On the
escape atom the frozen continuation and give . Consequently the preceding lower bound, after
change of numeraire, is multiplied by the fixed positive factor and still diverges. (ii) The floor
inequality (6) between and gives , hence and pathwise. Apply Theorem 4.3 to the rescaled
domination; its maturity, carry, and finite-ask hypotheses are exactly those imposed in (ii).
Remark 5.6 (Anchor choice relocates the tail direction) . The escape of Definition 3.1 lives in ,
a segment whose location is fixed by the choice of anchor. If the retained book is truncated so
that its last calendar and payment date coincide, , then choosing the boundary anchor empties
the invisible segment. This is a different boundary configuration from the standing convention ;
one omits the degenerate terminal strip date, whose budget is trivial since . In that boundary
configuration, every residual escape must then deform the curve inside accrual ranges referenced
by quoted claims, where Proposition 5.3 localizes the required wing or basis quotes to traded
tenors. Moving the anchor has a cost of its own: relative entropy is not numeraire-invariant, so
any entropic selection layer in the sense of Guyon (2024) need not be invariant and may change
with . Anchor selection is thus a model-risk decision about where the unquoted tail sits, not a
normalization.
6Chaining: one settlement family on the compounded tape
One practical objection survives Section 5: Assumption 4.5 asks for a spot in-advance quote at every
post-initial calendar date—a strip of separately wing-exposed line items. This section, the
implementation side of the paper, removes that requirement: the entire gauge budget follows from a
family of claims settling at the single date , written on the published compounded fixing tape. The
aggregation device is the rolled deposit, whose anchor value is a traded martingale connecting to a
-observable (Lemma 6.1); conditional Jensen does the rest (Theorem 6.2). The constructive arc of the
paper closes here, with a designed margined settlement pricing the required claims exactly
(Corollary 6.7) and a converse showing plain compounded-rate futures cannot substitute
(Proposition 6.8).
6.1The rolled deposit
Assume the one-period deposit at each calendar date is executable: at , one currency buys units of the
-maturity bond; each one-period maturity is retained, , so carry closure applies to it. Write
for the
realized period rates and compounded factors. Under the assumed sequential one-period-deposit
convention, these are the algebraic counterparts of the published compounded objects in overnight
benchmark markets (SOFR-, SONIA-, or ESTR-style indices); matching a named market convention is
an empirical contract-compilation step, not part of the theorem.
Lemma 6.1 (Rolled-deposit martingale) .Fix and let denote the anchor value of the strategy
that invests one currency unit at and rolls at the period deposits through . Then, on the calendar dates ,
Every displayed value is integrable and is a positive -martingale on for every
.
Proof.On the strategy holds units of the -bond, an -measurable quantity, so is an -coefficient
times a bond-coordinate martingale; its increments therefore satisfy every conditional martingale
row of Definition 2.4. At the roll, , and the next leg starts at the same anchor value, so the
strategy is self-financing and (22) holds; at , . Integrability and the martingale property follow
by forward induction. At the start, by Lemma 2.5. Suppose . The coefficient is -measurable;
applying the maturity- row (3) with the bounded testers and letting by monotone convergence on
both nonnegative sides gives , so ; then, for bounded -measurable testers , dominated convergence
with dominating function passes the truncated rows to , i.e. . Iterating from up to proves the
martingale property.∎
Theorem 6.2 (Calendar chaining) .For every with ,
Proof. by Lemma 6.1; conditional Jensen and the tower property give (23). Under the frozen
continuation of Assumption 3.3 the inequality is an equality; it is strict whenever .∎
6.2Account-convexity claims and the single-settlement budget
The chaining bound is useful only if its right-hand side is itself quoted. The following family supplies
exactly that, at one date.
Definition 6.3 (Account-convexity claim) . For and contractual accrual factor for , the claim pays at
the currency amount
a Borel function of the published tape and the date- curve. Under
Assumption 2.2, , so the quadratic is minimized over at value and is bounded below. Its anchor
expectation is therefore well defined as an extended value, and a finite ask constraint forces
finiteness. For , and : the spot claim of Definition 4.1 is the degenerate member of the
family.
Lemma 6.4 (Account second-moment identity) .The anchor payoff of is , and for every , as an
identity in whose negative part is bounded by ,
Hence an ask constraint gives every calibrated law the
budget , and with Theorem 6.2, .
Proof.Multiply (24) by . The variable is bounded below, so its extended expectation is defined.
If , then Lemma 6.1 gives and the identity follows by subtraction. If , then both and are infinite,
so the same equality holds in the extended sense. Finally, ; hence a finite ask forces , and the
finite budget follows from the first case.∎
Corollary 6.5 (Single-settlement gauge budget) .Replace Assumption 4.5by: the book contains
the ask constraints of , , all settling at the single date . Then Theorems 4.6and 4.7hold
verbatim with , and the class cut is by the ask constraints (25), which are weakly closed by the
same Fatou/monotone-truncation argument since is a continuous nonnegative function of the
coordinates on . No spot in-advance quote at any intermediate date is needed, and no state beyond
the existing curve and tape coordinates is introduced.
Proof.By Lemma 6.4 and Theorem 6.2, every calibrated law satisfies for every , which is the
only property of the strip the proofs of Theorems 4.6 and 4.7 use. Continuity of on holds because
is a ratio of coordinates with positive denominator on .∎
The chaining is consistent with Theorem 3.6: references , the inverse price of the full segment , and
pays at , the start of that segment—a payment-timing mismatch outside the standard class, as it must
be.
6.3Margined implementation and the plain-futures obstruction
It remains to put these claims in the form desks actually trade—a margined settlement—and to ask
whether the contracts already listed on the same tape would do instead.
Lemma 6.6 (Discrete-margin futures pricing) .Consider a contract with resettlement at the calendar
dates, entered at at futures level , whose margin flows are held in the rolled account , with terminal
settlement level for an -measurable index . Let be adapted and assume the value products are integrable,
for every (in particular ). Suppose each unit margin flow has zero anchor value at its preceding date,
Then is a -martingale and
Proof.Scale (26) over by , an -measurable quantity since is fixed at . The margin then received
at is currency, of anchor value . Zero conditional value means the last variable has conditional
mean zero. All terms below are integrable: since is -measurable and is positive, . Therefore , i.e.
by Lemma 6.1. Iterating from and gives (27). This is the paper’s idealized discrete-resettlement form of the classical forward–futures pricing mechanism (Cox et al., 1981), stated under the
explicit margin and integrability hypotheses above and in anchor units.∎
Corollary 6.7 (Designed settlement prices the chaining moments exactly) .For , consider the
tape-and-curve settlement index
the margined contract of Lemma 6.6has exactly, under every
candidate law with finite budget . Indeed, the unique integrable reset process is determined backwards by
so all integrability and zero-margin hypotheses of Lemma 6.6hold automatically, with no sign or
correlation condition. A quoted family therefore supplies the entire single-settlement budget of
Corollary 6.5in margined form.
Proof.Using and , ∎
conditional expectations in (29) are integrable. Writing their martingale
as , both and are in : indeed, using the martingale property of ,
Taking expectations proves
the required integrability. Hence is integrable and has conditional mean zero. Moreover by
Assumption 2.2, so division by the strictly positive, -measurable factor preserves integrability
and gives (26). Now apply Lemma 6.6. The pathwise identity and the futures identity are checked
in the regression (Section 7).
Proposition 6.8 (Plain rate futures quotes carry no upper budget) .A margined contract settling on
the compounded factor alone, , an -measurable index, prices , whereas the budget is . For a finite
standard book , let collect its exact anchor values, fix with , and put
1.
Let be the terminal ramp profile, well defined since , and write for the corresponding diagonal map and compensator. Assume the terminal version of Assumption 3.13: at , with a surgery region loaded fully by , its two modified paths belong to and obey Assumption 2.2when the live coordinates are acted on by the diagonal map with profile and by its compensator. Assume also the frozen-envelope hypothesis of Assumption 3.14at and the joint quote-Slater condition
Then
Thus the raw surgery and the subsequent finite correction preserve the plain-futures quote and every book value simultaneously and exactly; no function of that fixed quote and finite standard book can supply a uniform upper budget on this class. The same statement holds for any finite family of plain settlements that is -measurable, provided all their anchor functionals are appended to and (30) is imposed for the resulting finite panel. Correcting the book alone would not suffice: by affinity the book-only mixture shifts the futures quote by , which need not vanish, so the futures functionals must be coordinates of the corrected panel. The augmented-interior condition does not require each correcting law individually to remain in the futures-price fibre; it makes the final affine correction exact in all coordinates.
2.
If positive association of is imposed as a class hypothesis, the quote bounds the budget only from below: with . A negative-association class hypothesis would reverse this into an upper bound ; it is a class restriction of exactly the kind a class-free analysis excludes. Neither association sign follows merely from a shared positive factor. No unconditional impossibility over all conceivable class hypotheses is claimed.
Within the stated terminal-rich support, frozen-envelope, and augmented relative-interior class, the finite
standard-book/plain-settlement panel therefore supplies no upper certificate. A class-free upper certificate
can instead be supplied by the -loaded settlement (28), the OTC claim Definition 6.3, or any separately
quoted superlinear overlay capping the same joint tail.
Remark 6.9 (Where this leaves the market binding) . The exact instruments— claims or
designed-settlement margined contracts—are constructible mathematically from the tape and
one terminal bond fixing; no listing or liquidity claim is made here. Within the hypotheses of
Proposition 6.8, plain compounded-futures quotes are invariant under the terminal escape surgery,
so they carry no one-sided upper budget, and an imposed positive-association sign bounds the
moment from the wrong side. The remaining market-binding question is therefore precise but
empirical: whether such a convexity settlement, or another superlinear joint-tail carrier, is quoted
in a convention-complete usable form. Otherwise the tail budget remains a governed declared
field.
7Numerical certificate
The negative theorem asserts an invisibility—exactly calibrated laws whose standard quotes agree while
a tail moment diverges—and invisibility is an ideal target for a machine check: exhibit the laws and price
everything. This section does so, realizing the paper’s statements in deterministic finite-state fixtures:
the escape against a finite standard book and its detection by the strip, the chaining and
designed-settlement identities with the plain-futures invariance, the multi-date surgery, and a
reserve-interval computation quoted in Section A.
All numerical claims in this section are produced by the two deterministic programs named below
(NumPy/SciPy, HiGHS linear programming, fixed seeds), which are available from the author on
request; every solver and identity residual is computed and reported rather than assumed,
rerunning the scripts reproduces the recorded JSON outputs exactly, and each script terminates
with a nonzero exit code unless every recorded check passes, so the fixtures are genuine
gates. Throughout, the fixtures are finite-state illustrations and exactness certificates for
the displayed mechanisms; nothing in this section is a calibration study or a market-data
experiment.
7.1The escape is invisible to a standard book and visible to the strip
The fixture (pc1_regressions.py, seed 11) realizes, in double precision, Theorems 3.6 and 4.3,
Lemma 4.2, and Corollary 6.7 and the invariance part of Proposition 6.8. One exercise date ; annuity
dates with ; anchor with in-advance accruals , ; deterministic continuation after , so and the
conditional Jensen step of Theorem 4.3 holds with equality. Forty base curve scenarios; one escape state
obtained by applying Definition 3.1 literally to base scenario 3—identical swap-segment currency
prices, terminal bond price divided by , equality of the swap-segment observables asserted
programmatically—with and mass .
Law A is the uniform reference law on the base states. Law B carries the escape mass, with the forty
base weights re-solved by exact linear programming so that every book functional matches law A: the
LP residual over all nine rows is and all weights are nonnegative. The book comprises two physical
payer swaptions (), two caplets (), one CMS caplet (), one cash-settled swaption (, ten-period cash
annuity), and the three martingale rows .
law A (no escape)
law B (escape)
swaption
0.056924940
0.056924940
swaption
0.045462099
0.045462099
caplet
0.023994297
0.023994297
caplet
0.011468444
0.011468444
CMS
0.055325291
0.055325291
cash-settled
0.226374272
0.226374272
(martingale-pinned)
1.188674
1.188674
1.4194
strip price
0.167592
strip price
0.210580
The two laws are indistinguishable on the standard book to ten digits while their second annuity
moments differ by the factor ; the in-advance strip separates them by the same order. The identity (13)
holds with zero recorded defect under both laws at both strip dates, and the certificate (16) holds with
relative slack : .
7.2Chaining, designed settlement, and plain-futures invariance
The chaining layer of Section 6 is checked three times. On the fixture, whose frozen continuation makes
the rolled account trivial ( pathwise, so degenerates to and Theorem 6.2 holds with equality), the
account identity (25) holds with zero recorded defect under both laws. An independent two-state toy
with a stochastic roll exhibits the strict submartingale gap, , with the account identity again exact. A
third, two-period toy (three nodes at , mean-one terminal leaves) checks the margined layer: the
designed settlement satisfies pathwise to relative defect ; the check has discriminating power, since
perturbing the settlement by an extra factor produces a pathwise defect of at least . The -martingale
recursion of Lemma 6.6 returns to ; and a terminal mean-preserving surgery (, , ) leaves every
martingale row and the plain-futures quote fixed to while the budget and the designed quote both
grow by the factor , equal to to machine precision. A companion three-node, three-leaf
toy then exercises the correction layer of Proposition 6.8 (i): a book-only Slater mixture
restores a two-quote book to machine precision but shifts the plain-futures functional by
(relative)—the algebraic obstruction that forces the augmented panel. A stronger same-fibre
fixture restores both book and futures quote to machine precision while the budget remains
inflated by the factor . Finally, a genuinely augmented affine-hull correction uses individual
correcting laws whose futures values move by as much as , yet cancels the whole book–futures
vector to machine precision while retaining a budget factor of . A separate deterministic
check records the carry-closure counterexample of Lemma 2.5: with a maturity retained at
and but dropped at an intervening date, a law with , satisfies every printed adjacent row
vacuously while the certificate would assert ; imposing the carry chain excludes the law.
Finally, a reserve-interval check prices the annuity-tail exotic over the exactly calibrated
class: its price interval is without the strip and with the two strip asks imposed at times
their reference levels—a width collapse by the factor , quantifying the reserve discussion of
Section A.
7.3The multi-date surgery
The surgery of Theorem 3.16 has its own fixture (pc1_multidate_regression.py, seed 23): two
stochastic periods, seven -nodes with nine conditional states each on a four-coordinate state
carrying one numeraire-segment maturity (), and a four-claim book (a -fixing caplet-type
claim, an -fixing physical swaption and CMS caplet, and a far-segment caplet). At , , : all
unconditional and per-node conditional martingale rows hold to after the surgery; the book
deviates by (predicted order ) and is restored to by the closed-form fixed-mixture correction;
grows by the factor , tracking the scheduled reduced by the correction weight; and an
account-convexity quote at moves by the factor , confirming that augmented books block
the construction. The run also exhibits Remark 3.18 (iii): with all maturities in the swap segment the book is preserved to machine precision with no correction at all. Two further
blocks probe the structure at its boundaries. A carry-chain check confirms the unconditional
date- means are pinned through the layer to . A stopped-coupon block gives a matured
coupon a historical value: the full-annuity identity fails by , as it must—historical components
are copied, not scaled—while the live-tail identity holds with zero recorded defect and the
full-annuity second moment still grows by the factor , the numerical content of Step 5 of
Theorem 3.16.
8Boundaries, discussion, and open problems
The fixtures of Section 7 close the constructive story at machine precision; what remains is to say where
it stops. This final section draws the sharp boundaries—support scope, calendar and exercise scope,
carry closure, and what is and is not claimed about instruments—then reads the results
against desk practice, records four open problems, and concludes. The through-line is that
everything the theorems deliver is conditional on declarations made explicit here, and everything
they cannot deliver is localized to one quoted family whose live availability is an empirical
question.
8.1Sharp boundaries
1.
Support scope. Theorem 3.6 requires the escape family inside the declared support (Assumption 3.3). A hard support capping —a finite tree over bounded states, or any model class with bounded rates—evades it by construction; the negative theorem then says only that the cap itself is the tail assumption. The two regimes are complementary: on compact declared supports, exact joint calibration is a compact-class feasibility problem with support duality (finite-dimensional only after an explicit tree or grid reduction), and everything in this paper concerns what happens when the support is not so truncated. The hypotheses are not vacuous or engineered: the rate-floor host of Proposition 2.12 satisfies the support and richness requirements at every base path and the multi-date branch requirements on every interior-margin surgery region. The quote-Slater condition remains explicit: Lemma 2.13 shows only that relative-interior targets are dense in a chosen finite-dimensional attainable image, not that the observed target is interior. Finally, Theorem 5.5 shows that no retained normalization maturity strictly beyond the last annuity payment removes the obstruction in the fixed- formulation, and gives the literal change-of-numeraire conclusion for whole-calendar anchors ; the boundary normalization is the separate regime of Remark 5.6.
2.
Single collateral, fixed calendar, one exercise date. Collateral optionality, cross-collateral weights, moving calendars, and genuine multi-period exercise are outside this paper. The chaining question is settled by Section 6, and the negative theorem is extended to multi-date books by Theorem 3.16; the remaining multi-date scope items are Bermudan-style books, collateral kernels, and, for uncapped swap-segment claims fixing strictly after the escape date, the frozen-payoff integrability condition of Lemma 3.15, for which a declared settlement-domain bound is sufficient but not necessary.
3.
Instruments. The exact carriers of the budget—the claims or the designed margined settlement (28)—are constructible from the published tape and one terminal bond fixing. We do not identify them with any currently listed product, and make no exhaustive listing or liquidity claim. Related in-arrears and timing-mismatched OTC structures motivate a market-data search, but whether a convention-complete, liquid quote panel exists is an empirical question outside the theorem. Plain compounded-rate futures quotes are exactly invariant under a terminal escape surgery, so they cannot supply the one-sided budget, alone or—given Slater room for the panel augmented by the futures quotes themselves—jointly with any finite standard book (Proposition 6.8).
4.
Absent a quoted carrier. The correct output of an exact joint calibration remains relative: feasibility and duality hold on a declared envelope; an entropic selection may be posed only after choosing a reference law and verifying a finite-KL feasible law. The declaration should be governed and reported as a modeling input. This paper identifies one sufficient quoted tail-budget field: a finite dated price family on the compounded tape, not a model parameter.
5.
Carry closure. Every conditional-mean and pinned-mean statement requires the maturities involved to be retained at every intervening calendar date (Lemma 2.5); without this the second-moment certificate admits an explicit counterexample, so carry closure is part of the market declaration, on a par with the support itself.
6.
Declared support closedness. Theorem 4.6 requires the support to be closed in the ambient Euclidean product (Assumption 2.1): the price-only gauge controls coordinates from above, so a support accumulating at zero-price states at bounded levels would defeat inf-compactness. Degeneracy control is thus a support declaration here, playing the role inverse-price gauge terms play in expectation-based formulations.
7.
Bid sides and higher moments. Only strip asks enter the budget. Bid-side constraints on the strip need not be weakly closed, and continuity of —which would follow, for example, from a fourth-moment budget—is never used.
8.
No priority claim on the building blocks. The hinge decomposition and the forward–futures economic mechanism are classical (Breeden and Litzenberger, 1978; Carr and Madan, 2001; Cox et al., 1981); the in-advance identity used here is an elementary pathwise calculation under the printed anchor convention (Bang and Daboussi, 2022, Corollary 3.1.1). The contribution claimed here is their exact placement as a sufficient quoted fixed-envelope carrier for well-posed joint calibration—observable properness on the unbudgeted class is not thereby verified; on escape-rich supports it is proved false—together with the negative theorem showing that, within its escape-rich and quote-Slater scope, no finite standard-timing book can substitute for them. The technique of the negative theorem is likewise elementary once the anchor coordinates are fixed: in those coordinates the escape is a scaling direction along which every standard-timing anchor payoff grows at most linearly. Choosing so that but settles the one-date case. What that reduction does not supply is what the printed proofs do: the classification that every standard-timing claim has at most degree-one anchor growth—including numeraire-segment natural-timing claims, where the rate’s gain and the discount factor’s loss cancel exactly (Proposition 3.5). Moving the payment date can break that pattern; explicit superlinear dependence on far-segment inverse bond prices is the other route identified in Remark 3.12. Nor does the reduction supply the multi-date extension, where atom-mixing is unavailable and the conditional-mean-preserving branch surgery of Theorem 3.16 replaces it.
8.2Relation to practice
The theorems formalize, and sharpen into class-level statements, two pieces of practitioner knowledge.
First, the terminal-swap-rate folklore: CMS pricing requires an annuity mapping that vanilla quotes do
not fully identify (Hagan, 2003; Andersen and Piterbarg, 2010). Theorem 3.6 shows the unidentified
direction is not a nuisance parameter but an unbounded superlinear moment, immune to any finite
selection of CMS and cash-settled quotes at arbitrary strikes (Corollary 3.11). Second, any
finite-strike implementation requires a wing extrapolation or another tail assumption. By
Propositions 5.2 and 5.3, that choice is the tail envelope of the joint calibration within the declared
escape-rich far-segment setting. The in-advance quote, or its designed margined relative,
would replace that modeling input by a price. In the meantime, the practical reading of
Theorems 4.6 and 4.7 is conditional: any desk willing to declare a budget obtains the closed
image and the exact dual on , and the results here identify both the relevant tail direction
and the quote that would replace the declaration. Support values can be recomputed as
the governed budget varies; differentiability or a dual sensitivity formula is not claimed
here.
The positioning of the completing instruments against adjacent traded classes is itself largely
theorem-governed: Table 1 records, for each class, why it does not substitute for the budget carrier, with
the governing statement; the numerical certificate of Section 7 makes the first three rows
concrete.
Table 1. Positioning against adjacent instrument classes.
Adjacent class
Why it does not substitute
Finite swaption-smile panels at
arbitrary strikes and tenors
Rate-space convexity with numeraire-linear anchor weight (Proposition 3.5); blind to the escape (Theorem 3.6).
CMS swaps, caps, floors;
cash-settled swaptions
Covered for arbitrary finite panels (Corollary 3.11); their convexity correction is a model output, which the carrier replaces by a price.
Plain compounded-rate futures
Exactly invariant under a terminal escape surgery: no one-sided budget, alone or jointly with any finite standard book (Proposition 6.8); the designed settlement (28) is one exact sufficient moment carrier and could be quoted as a basis.
In-arrears and timing-mismatch
structures
With accrual inside the swap segment they are class (S2): the paid rate is frozen by the escape, so they fail with the CMS panel. Early payment of a far-segment-reaching rate is precisely the in-advance family (Definition 4.1); bespoke structures of that kind motivate the empirical search recorded among the boundaries above.
Finite long-bond-option panels
at arbitrary strikes
Class (S1) (Definition 3.4): put anchor payoffs are tail-linear, call anchor payoffs bounded; see (20).
Equity variance template
Different logical role: all-strike index options span realized variance, so a variance quote is a convenience; here the far-segment strike continuum is idealized and its availability is not established, while an integrable ask surface would complete the unspanned direction (Theorem 3.6 and Proposition 5.2).
8.3Open problems
Four directions seem to us both natural and tractable. (i) Relaxed formulation. The escape is a
recession direction of the calibrated set; a compactified formulation—laws plus an explicit
boundary defect measure, in the spirit of concentration-compactness—should represent the
closure of the weighted image as the image plus an explicitly parametrized recession cone,
with genuine feasibility characterized by a recession-corrected dual. The defect coordinate
would be exactly what the in-advance quote pins. (ii) Robust bounds and the hedgeable cone.
Proposition 3.5 gives a necessary recession-direction test for finite model-free bounds over the
vanilla-calibrated class; a full pricing–hedging duality in the semistatic idiom would determine when
that test is also sufficient and make it an operational tool. (iii) Multi-period exercise and
collateral. Bermudan books introduce weights measurable at stopping times; collateral optionality
prices maxima of numeraire ratios and may already carry second-moment information of
the required type. (iv) Selection and the anchor. On the compact strip-calibrated class, an
entropic selection can be imposed when the fibre contains a law of finite relative entropy with
respect to the chosen reference; strict convexity then gives uniqueness of the primal minimizer.
Existence of dual potentials and a numerical scheme are not proved here. Relative entropy is not
numeraire-invariant (Remark 5.6); quantifying the anchor dependence of the selected law is
open.
8.4Conclusion
On supports rich enough to contain a one-parameter terminal-segment deformation family, and for quote
targets with the printed relative-interior room, no finite book of caplets, floorlets, physical or
cash-settled swaptions, or CMS products—at any strikes, fixing and paying anywhere on
the calendar under the stated envelopes—bounds any superlinear moment of the annuity
pricing weight; and, when the Slater correctors have finite budget for the gauge under test,
no admissible coercive gauge is observably proper. Exact joint calibration on the declared
untruncated class therefore fails this paper’s unbudgeted weight-tail and observable-properness
criteria on such standard data. That failure is invisible to the quoted panel, as the numerical
certificate makes concrete. One exact sufficient completion is a family of payment-timing
convexity quotes: in-advance claims, their account-convexity relatives on the compounded tape
settling at a single date, or a designed margined settlement—all explicit and elementary in
form, without any liquidity or availability claim here. With finite asks for the required dated
family, the second moment of every declared linearly dominated regular pricing weight is
bounded by exact identities, the regular weighted-smile image is compact convex and closed,
and feasibility has an exact support-function dual: the joint calibration problem becomes
well posed with its tail budget quoted rather than declared. Within the printed support,
carry, regularity, and nonemptiness hypotheses, one sufficient market-structural closure input
is therefore a finite dated convexity-price family, whose live availability must be checked
empirically.
AI-use disclosure. The author used Anthropic Claude Code and OpenAI Codex as interactive research and writing
tools. They assisted with exploratory discussion, testing and refinement of ideas, literature and source
organization, code development and verification, mathematical error checking, and editorial
revision.
AAdoption economics and contract design of the budget carrier
This appendix discusses why the completing instruments of Sections 4 and 6 could
plausibly be quoted and traded, and which contract-design choices the mathematics leaves
free.1
The instruments in question are the in-advance claim (Definition 4.1), its account-convexity relatives on
the published compounded tape settling at a single date (Definition 6.3), and the designed margined
settlement (28); each quoted ask is affinely one -th moment of an inverse terminal-bond
price (Lemma 4.2 and Proposition 4.9), a market-implied uniform-integrability budget. The
theorems say the market needs the quote; this appendix addresses why firms would make
it.
The design-freedom principle. Closure of the weighted-smile image requires only that some quoted
ask dominate some superlinear moment of the inverse terminal-bond price, up to constants: the
certificate machinery never uses the exact functional form (Proposition 4.9), tolerates caps with a
governed residual (Proposition 4.10), and needs no tight two-way market (Remark 4.8). The contract
can therefore be optimized for tradability without touching the theory. The paragraphs below walk the
natural holders of each side of the market, attaching to each the design refinements, tagged (D1)–(D8),
that spend this freedom on their behalf.
The natural buyers already hold the risk, and already pay for it. Every CMS and exotics desk warehouses annuity-direction convexity that its vanilla hedges provably
cannot span (Theorem 3.6 and Corollary 3.11). Today that residual lives inside the annuity-mapping
model choice and the smile-wing extrapolation (Remark 5.4), and it is paid for through model-risk
reserves, prudent-valuation adjustments, and independent price-verification haircuts. A traded budget
carrier converts the reserve into a hedgeable position: buy the claim, release the reserve, mark against a
price instead of a committee. Reserve release is realized profit and loss, and it carries an accounting
counterpart—a model-dependent fair-value mark migrating toward an observable input, and a
model-risk adjustment shrinking into an ordinary hedged market risk. Negative-convexity
books (mortgage servicing, callable issuance hedging) are likewise structurally short the
high-rate tail states in which the claim pays. The regression of Section 7 quantifies the stake
(D8): a representative annuity-tail exotic, , priced over the exactly calibrated class of the
fixture, ranges over without the strip—a model-risk interval carried entirely by the unquoted
tail—while adding the two strip asks at times their reference levels collapses the interval to , a width reduction by the factor . This is the impossibility theorem as a reserve number: the
difference between the two intervals is what one ask per date is worth to the holder of such a
book.
The natural market-makers can manufacture it from existing inventory. By Proposition 5.2, the in-advance claim is a natural-timing FRA plus an all-strike cap/floor strip: a
dealer hedges the body from the listed smile and warehouses only the wing, so quoting the instrument is
not a new business but a monetization of the wing extrapolation the desk already maintains. The
natural quoting format is a spread (D4): the designed settlement minus a multiple of the plain
compounded settlement isolates the pure convexity leg—Corollary 6.7 and Proposition 6.8 prove the
two legs differ by exactly the budget content—with smaller notional risk and a natural home on the
futures desks that already trade the futures–swap convexity basis; a second spread family runs against
swaption wings.
The natural sellers exist. The claim’s seller collects premium for a tail paying in high-rate states—the classic variance-seller
position. Institutions with structural offsets can run it: liability-driven and insurance books
whose liabilities deflate in exactly those states, and systematic volatility sellers extending an
existing franchise from the rate direction to the numeraire direction. Two-way structural
interest is what separates completing products that trade from those that do not, and what
makes the seller side feasible is tail governance. By Proposition 4.9, a contract carries the
identical well-posedness content—Minkowski replacing Cauchy–Schwarz—with dramatically
smaller tail exposure for the seller (D2). Unbounded payoffs are unpopular with desks and
clearing houses, but Proposition 4.10 (i) shows a capped claim alone cannot carry the budget;
the honest compromise (D3) is Proposition 4.10 (iii)–(iv): cap at a deterministic far-out
level and decompose the budget as quoted-below-the-cap plus declared-beyond-the-cap.
The declared field does not vanish, but it collapses from the entire wing extrapolation to a
single far-out parameter with a computable sensitivity in : a governance dial instead of a
model.
The venue logic is engineered into the mathematics. Three design facts matter to a listing venue. First, by Theorem 6.2 and Corollary 6.5, one
settlement family at a single date carries every calendar date’s budget, so the listed footprint is a
handful of standardized contracts rather than a strip of illiquid line items (D7), with settlement dates
matched to the listed futures cycle for cross-margining, the anchor fixed at the longest liquid curve
point—which also shrinks the invisible numeraire segment (Remark 5.6)—and confirmations
reduced to the published compounded index plus one discount-factor fixing. Second, the
settlement is a Borel function of the published compounded overnight tape plus that one fixing,
riding the post-2020 benchmark infrastructure; the fixing is also the one manipulable point in
the baseline design, and the repair (D1) is to define the settlement discount factor off a
clearing house’s end-of-day settlement curve—a regulated fixing that already margins large volumes—optionally averaged over a short window, date-averaging perturbing the budget only by
constant factors, which the design-freedom principle makes free. Third, the designed contract is
margined futures-style by construction (Lemma 6.6 and Corollary 6.7), slotting into existing
clearing.
The index-first template. The historical template is the volatility index: an index existed for a decade and became a market
only after its redesign as a replicable variance functional of listed options, at which point it completed
the equity volatility market. The designed settlement starts at the post-redesign stage, and the
corresponding staging move (D5) is to publish the index before listing the contract: a terminal discount
volatility index, quoted in volatility units from the second moment and computable daily from the
replication formula of Proposition 5.2 with a published, transparent wing rule, is free to produce,
converts the currently invisible wing assumption into a public number, builds the demand narrative, and
fixes legibility.
Why it has not listed already, and what the theorems change. Two reasons. First, the settlement infrastructure—public compounded-in-arrears tapes with legal
standing—is a post-2020 artifact of the benchmark transition. Second, the demand was inarticulate: the
terminal-swap-rate folklore lets every desk believe its CMS convexity is spanned by the swaption smile
up to a modeling choice, so no unspanned risk was perceived. Theorem 3.6 and Corollary 3.11 convert
the modeling choice into a provably unspanned exposure, and the dual multiplier of the
declared-envelope program (Section 8) gives each risk function a number for what the missing
quote is worth to its own book. Aggregated willingness-to-pay is what a listing case is made
of.
Honest counterweights and a staged activation path. Completing products fail more often than they succeed: flow can turn one-way in a crisis; the
terminal bond fixing is the manipulable point and needs the robust fixing design (D1); early liquidity is
circular. The realistic path is staged, in increasing activation energy: dealer consensus marks on
in-arrears-style structures, which already make the tail budget market-implied in the sense of this paper;
bilateral quoting, as an extension of the timing-mismatch business that has historically existed; and a
listed margined contract once flow justifies it. The mathematics is indifferent among the three, because
only the ask side is ever needed (D6): the budget uses no bid (Remark 4.8), an executable-in-size ask
alone closes the calibration problem, and a risk system can consume the ask directly—wide
early markets are fully useful, and few new contracts are informative at day-one liquidity,
while this one provably is. Even the weakest stage replaces the declared tail envelope by a
price.
Capital mechanics of the reserve release. Two regulatory channels give the willingness-to-pay analysis above an institutional denomination;
both are recorded as market-structure analysis, not as a reading of any particular rulebook. First,
valuation adjustments for model risk and market-price uncertainty are capital deductions under
prudent-valuation regimes, and independent price verification consumes observable inputs: an executable
ask on the budget carrier moves the annuity-tail reserve from a committee mark toward
a hedged position with an observable input, so the reserve-interval collapse of Section 7
(fixture R11) prices a capital line as well as a profit-and-loss one. Second, trading-book capital
frameworks separate modellable from non-modellable risk factors by the existence of real price
observations, with committed executable quotes qualifying; the terminal-discount convexity direction
generates no such observations today, and the committed-quote stage of the staged activation
path above would create them for the contributing institutions. Both channels reward the
quoting side as well as the buying side, which is the incentive structure a completing quote
requires.
Summary
The instrument does not create a new risk to trade; it prices a risk firms already hold and already pay
for through reserves, capital, and model governance. Buyers get reserve release and observable marks;
market-makers monetize an extrapolation they currently give away; sellers collect premium on a
tail they structurally offset; venues get a futures-complex-adjacent contract with built-in
spread families and a minimal footprint. The refinements (D1)–(D8) spend the theory’s
built-in slack—constants, powers, averaging, one-sidedness—to buy fixing robustness, thin tails,
margin efficiency, spread-form quoting, and governance dials; by Propositions 4.9 and 4.10
none of them weakens the well-posedness content. The instrument the desks would actually
trade is, by the design-freedom principle, the same instrument the theorems demand. Its
positioning against every adjacent instrument class is theorem-governed and collected in
Table 1.
BDeferred proofs
This appendix collects the three longest proofs of the paper; all notation, standing conventions, and
displayed objects are those of the sections in which the corresponding statements appear.
Proof of Theorem 3.16 .Step 1 (truncation). The date- state alone is not enough here: bounding
it need not bound the stopped history retained by a frozen branch. Let be the full date- prefix
and define the finite Borel measure
on the ambient finite-dimensional prefix space. This measure
is Radon (Kallenberg, 2021), and by Lemma 2.5. Inner regularity therefore supplies a compact
prefix set with . Since , the Borel set carries the same -mass, and is a bounded subset of the
surgery region (it need not be closed); write for its slack from Assumption 3.13. We trigger the surgery on . This avoids the invalid inference that a projection of the closed path space must itself
be closed.
Step 2 (surgery). Disintegrate at into the pre- law, the state kernel , and the continuation
kernels. For and with , define by sampling the pre- history, the state , and the continuation as
under . On (and only there), with probability replace the path from by , and with probability
by ; otherwise keep the original path. The modified kernel is Borel by Assumption 3.13 and
because is Borel.
Step 3 (). Nothing before changes. The row into holds because, pointwise in , on live
coordinates by (10), and stopped coordinates are copied; integrating against preserves every
conditional mean exactly. Rows after hold on the original branch because ’s kernels are untouched,
and pathwise on the frozen branches. Coordinates on modified branches are bounded by integrable
base coordinates, so true martingality is retained. Support membership is Assumption 3.13.
Step 4 (book deviation). Claims paying before are unaffected. For a claim paying at with
envelope , using and ,
Step 5 (correction and conclusion). Fix, by the Slater condition, laws with along an
orthonormal basis of the direction space ( being the empty-sum case). Expand , put when
(arbitrary when ), and read , . With , , and , the convex mixture ∎
has total mass one, lies in , and
satisfies
Finally, the surgery scales the live coordinates only, so on the deformed branch , and by
convexity is nondecreasing on with by superlinearity. With and ,
because . Hence . With ,
choose and : then meets the richness window, makes the correction weights vanish, and . For
the weight is the full annuity; for the divergence of holds a fortiori since and is increasing.
Proof of Theorem 4.7 .(i) Tightness and closedness. By Theorem 4.6, on , so Markov’s
inequality gives with compact: the class is tight, and Prokhorov’s theorem applies. For
closedness, let in . Since is nonnegative and continuous, the Portmanteau theorem gives ; the
fixed-initial-state condition also passes to because its cylinder is closed, and the currency-price
bound makes both endpoints of every martingale row integrable under . First, for any continuous
with and any , choose a continuous cutoff equal to one on and vanishing off ; then is bounded
continuous, while for , , so
and shows every -sublinear expectation passes to the limit. Applied to
the martingale tests with continuous this closes (3) for such ; bounded Borel then follow because
the continuous- rows say that the two finite signed measures the tests induce on the history space
agree against all bounded continuous functions, hence coincide. Thus ; the carried rows then give
. For the strip constraints, the continuous function is nonnegative, so monotone truncation gives
for every , and monotone convergence preserves the ask bound. (The bid side of a strip quote is
not used and need not be weakly closed.) Convexity is clear. Hence is compact.
(ii) Continuity and the image. For bounded continuous , is -sublinear by Theorem 4.6,
and taking handles the first absolute moments, since is linearly dominated; the displayed
truncation argument then gives convergence of and of the first moments along any weakly
convergent sequence in the class; continuity of the integrands themselves is Assumption 2.3. Thus
is continuous; it is affine by construction. A continuous affine image of a compact convex set is
compact convex, and compact sets are closed in the Hausdorff output space.
(iii) Separation. On the positive cone, weak convergence together with convergence of first absolute moments is equivalent to convergence against every continuous function of at most
linear growth (the usual -Wasserstein topology after adjoining the mass coordinate). Thus the
observation metric is the restriction of the locally convex weak topology used next. Embed the
output product in the locally convex space of tuples of finite signed measures with finite first
absolute moment, in duality with tuples of continuous functions of at most linear growth; the
topology of (ii) is the weak topology of this pairing. If , the Hahn–Banach strict separation theorem
for a point and a compact convex set in a Hausdorff locally convex space furnishes a continuous
linear functional, i.e. a tuple in the pairing class, with , violating the displayed inequality;
conversely, membership makes every inequality an instance of monotonicity of suprema.∎
Proof of Proposition 6.8 . The pricing statements are Lemma 6.6 with the two settlement indices,
and . For (i): the settlement is a Borel function of the rates fixed at and is therefore copied
by both terminal surgery branches. Choose a compact positive-probability set of terminal price
states under ; since loads the terminal surgery region fully, the Borel set has the same positive
probability and is bounded, and we write for its slack. Perform Steps 2–4 of Theorem 3.16 at ,
with in place of , triggering on . The asserted terminal richness gives support membership and
the price bound, while the frozen envelopes give absolute integrability and an deviation of the
finite book. Pointwise in the sampled history and terminal state,
by (10). Hence the raw law
belongs to and preserves exactly.
It remains to make the finite correction without assuming more than (30). Set , let , and
choose an orthonormal basis of . Relative interiority supplies and fixed laws satisfying . Write
; its futures coordinate is zero and . Put
omitting zero coordinates. Direct substitution gives
exactly. Notice that this argument uses directions in the affine hull of the whole augmented image;
the individual need not themselves have futures quote .
On the deformed branch because , so with as chosen above the nonnegative budget obeys ∎
The
bracket is strictly positive and finite: is bounded on the bounded set , while by Assumption 2.2
and the finiteness of the quote. Take fixed and small enough that is bounded, and set . The
right-hand side then tends to infinity linearly in , proving (31). The same pointwise calculation
works coordinatewise for the stated finite family of past-measurable plain settlements. For (ii),
whenever the displayed products are integrable, both inequalities are the standard association
bounds for nonnegative variables, applied with the stated sign.
Acknowledgments and reproducibility. This paper was revised through iterative machine-assisted hostile review and exact-source
verification; the tools used are recorded in the AI-use disclosure closing Section 8. That process
is not a substitute for independent human peer review. The two deterministic regression
programs pc1_regressions.py and pc1_multidate_regression.py (NumPy/SciPy, fixed
seeds, JSON outputs with recorded residuals, nonzero exit status unless every check passes)
reproduce every numerical claim of Section 7 exactly, and are available from the author on request.
Notes
Market-structure judgments in this appendix are analysis, not advice; no liquidity, execution, or listing claim is
made, consistently with Section 8. ↩
References
Beatrice Acciaio, Martin Larsson, and Walter Schachermayer. The space of outcomes of semi-static trading strategies need not be closed. Finance and Stochastics, 21(3):741–751, 2017. doi: 10.1007/s00780-017-0329-3.
Leif B. G. Andersen and Vladimir V. Piterbarg. Interest Rate Modeling. Atlantic Financial Press, London, 2010. Three volumes.
Dominique R. A. Bang and Elias Daboussi. Modelling of CMS-linked products in an RFR framework, with extension to hybrids, forward starting and canary options. SSRN Working Paper No. 4134438, June 2022. URL https://ssrn.com/abstract=4134438.
Mathias Beiglböck, Pierre Henry-Labordère, and Friedrich Penkner. Model-independent bounds for option prices—a mass transport approach. Finance and Stochastics, 17(3):477–501, 2013. doi: 10.1007/s00780-013-0205-8.
Florian Bourgey and Julien Guyon. Fast exact joint S&P 500/VIX smile calibration in discrete and continuous time. Risk, February 2024. Preprint: SSRN 4315084.
Douglas T. Breeden and Robert H. Litzenberger. Prices of state-contingent claims implicit in option prices. Journal of Business, 51(4):621–651, 1978. doi: 10.1086/296025.
Luciano Campi, Ismail Laachir, and Claude Martini. Change of numeraire in the two-marginals martingale transport problem. Finance and Stochastics, 21(2):471–486, 2017. doi: 10.1007/ s00780-016-0322-2.
Peter Carr and Dilip B. Madan. Optimal positioning in derivative securities. Quantitative Finance, 1(1):19–37, 2001. doi: 10.1080/713665549.
John C. Cox, Jonathan E. Ingersoll, and Stephen A. Ross. The relation between forward prices and futures prices. Journal of Financial Economics, 9(4):321–346, 1981. doi: 10.1016/ 0304-405X(81)90002-7.
Mark H. A. Davis and David G. Hobson. The range of traded option prices and the no-arbitrage condition. Mathematical Finance, 17(1):1–14, 2007. doi: 10.1111/j.1467-9965.2007. 00291.x.
Julien Guyon. The joint S&P 500/VIX smile calibration puzzle solved. Risk, April 2020. Preprint: SSRN 3397382 (2019).
Julien Guyon. Dispersion-constrained martingale Schrödinger problems and the exact joint S&P 500/VIX smile calibration puzzle. Finance and Stochastics, 28:27–79, 2024. doi: 10.1007/s00780-023-00524-y.
Patrick S. Hagan. Convexity conundrums: Pricing CMS swaps, caps, and floors. Wilmott, 2003(2):38–45, March 2003. doi: 10.1002/wilm.42820030211.
Pierre Henry-Labordère. Analysis, Geometry, and Modeling in Finance: Advanced Methods in Option Pricing. Chapman & Hall/CRC, Boca Raton, 2008.
Shaosai Huang. Stability of change-of-numéraire reweighting: An exact Wasserstein boundary. Working paper, Kspectra Research Inc., version dated 28 August, 2026.
Phil J. Hunt, Joanne E. Kennedy, and Antoon Pelsser. Markov-functional interest rate models. Finance and Stochastics, 4(4):391–408, 2000. doi: 10.1007/PL00013525.
Olav Kallenberg. Foundations of Modern Probability. Springer, Cham, 3rd edition, 2021. doi: 10.1007/978-3-030-61871-1.
Francis A. Longstaff, Pedro Santa-Clara, and Eduardo S. Schwartz. The relative valuation of caps and swaptions: Theory and empirical evidence. Journal of Finance, 56(6):2067–2109, 2001. doi: 10.1111/0022-1082.00399.
Fabio Mercurio. Cash-settled swaptions and no-arbitrage. Risk, pages 96–98, February 2008.
Fabio Mercurio and Andrea Pallavicini. Smiling at convexity: Bridging swaption skews and CMS adjustments. Risk, pages 64–69, August 2006.
Marcel Nutz, Johannes Wiesel, and Long Zhao. Limits of semistatic trading strategies. Mathematical Finance, 33(1):185–205, 2023. doi: 10.1111/mafi.12366.
R. Tyrrell Rockafellar. Convex Analysis. Princeton University Press, Princeton, 1970.
Patrick Roome. Consistent pricing of bivariate interest rate exotics via constrained Schrödinger optimal transport. arXiv:2607.15952, 2026.
Volker Strassen. The existence of probability measures with given marginals. Annals of Mathematical Statistics, 36(2):423–439, 1965. doi: 10.1214/aoms/1177700153.
How to cite
Shaosai Huang (2026). Joint Calibration of Caplet and Swaption Smiles: A Finite-Panel Impossibility Theorem and Its Payment-Timing Completion. Working paper, version of August 2026. Kspectra Research. SSRN 7383160 (doi:10.2139/ssrn.7383160). https://kspectra.ai/papers/caplet-swaption-finite-panel-impossibility/
@misc{huang2026joint,
author = {Huang, Shaosai},
title = {{Joint Calibration of Caplet and Swaption Smiles: A Finite-Panel Impossibility Theorem and Its Payment-Timing Completion}},
year = {2026},
month = aug,
note = {Working paper, version of August 2026},
doi = {10.2139/ssrn.7383160},
url = {https://kspectra.ai/papers/caplet-swaption-finite-panel-impossibility/}
}