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09 May 2026
Sunghyeon Jo
We prove that row-wise interleaving does not impose a linear loss on two
coding-theoretic soundness properties used in recent IOP/SNARK analyses:
generator mutual correlated agreement and curve decodability.
For generator-MCA, let $G:\Omega\to\mathbb{F}_q^\ell$ be a coefficient generator over a finite seed set and let $C$ be an $\mathbb{F}_q$-additive code. For every interleaving width $s$ and distance parameter $\delta$, we show $$ \varepsilon_G(C,\delta) \le \varepsilon_G(C^{\equiv s},\delta) \le \left(1+\frac1q+\cdots+\frac1{q^{s-1}}\right)\varepsilon_G(C,\delta). $$ Moreover, if $|\Omega|\le q$, then the transfer is exact: $$ \varepsilon_G(C^{\equiv s},\delta)=\varepsilon_G(C,\delta). $$ In particular, affine-line MCA is invariant under row-wise interleaving. This answers the known interleaving-loss question and removes the linear interleaving factor from the affine-line MCA bound. It also implies that polynomial-generator MCA bounds transfer to interleaved codes without an additional interleaving-width factor.
We further establish interleaving stability for curve decodability. We introduce a marked formulation, prove its equivalence to the standard definition for $\mathbb{F}_q$-additive codes and $1\le b\le a\le q$, and use it to transfer curve decodability to row-wise interleavings. If $C$ is $(\ell,\delta,a,b)$-curve-decodable and $\binom{a}{b}\le q$, then $C^{\equiv s}$ is also $(\ell,\delta,a,b)$-curve-decodable for every $s$. We also give a field-size-weighted variant that transfers larger base-code witness parameters to smaller interleaved-code witness parameters.
For generator-MCA, let $G:\Omega\to\mathbb{F}_q^\ell$ be a coefficient generator over a finite seed set and let $C$ be an $\mathbb{F}_q$-additive code. For every interleaving width $s$ and distance parameter $\delta$, we show $$ \varepsilon_G(C,\delta) \le \varepsilon_G(C^{\equiv s},\delta) \le \left(1+\frac1q+\cdots+\frac1{q^{s-1}}\right)\varepsilon_G(C,\delta). $$ Moreover, if $|\Omega|\le q$, then the transfer is exact: $$ \varepsilon_G(C^{\equiv s},\delta)=\varepsilon_G(C,\delta). $$ In particular, affine-line MCA is invariant under row-wise interleaving. This answers the known interleaving-loss question and removes the linear interleaving factor from the affine-line MCA bound. It also implies that polynomial-generator MCA bounds transfer to interleaved codes without an additional interleaving-width factor.
We further establish interleaving stability for curve decodability. We introduce a marked formulation, prove its equivalence to the standard definition for $\mathbb{F}_q$-additive codes and $1\le b\le a\le q$, and use it to transfer curve decodability to row-wise interleavings. If $C$ is $(\ell,\delta,a,b)$-curve-decodable and $\binom{a}{b}\le q$, then $C^{\equiv s}$ is also $(\ell,\delta,a,b)$-curve-decodable for every $s$. We also give a field-size-weighted variant that transfers larger base-code witness parameters to smaller interleaved-code witness parameters.
Markus Kirschmer, Cong Ling, Ali Sadreddin
We study the Lattice Isomorphism Problem (LIP) for both indefinite and definite quadratic forms, with applications to the signature schemes DEFI and HAWK. By combining arithmetic and algorithmic techniques, we obtain efficient attacks on DEFIv2, an efficient digital signature scheme based on isotropic quadratic forms. Our approach to the Decision/Distinguishing-LIP draws on the arithmetic theory of quadratic forms, with particular emphasis on indefinite forms of dimension at least~$3$. We show that such forms arise naturally in the analysis of DEFI and prove that, under suitable assumptions, the genus, spinor genus, and equivalence class coincide. This structural collapse leads to a classical polynomial-time algorithm for the Decision/Distinguishing-LIP instances obtained from DEFI. In addition, we present a quantum polynomial-time algorithm for recovering the secret key of DEFIv2 and demonstrate practical signature forgeries within minutes using the authors' public challenge instances. Finally, we evaluate t
Callum London, Daniel Gardham, Constantin Catalin Dragan
Ring signatures provide authentication over messages, whilst providing anonymity amongst a set of signer-defined public keys. They see active use in cryptocurrencies, e-voting and concurrent signature domains. However, post-quantum constructions typically rely on lattices, specifically utilising the Learning with Errors (LWE) and Short-Integer-Solution (SIS) problems, which cause inefficiencies when compared with classical constructions.
One promising route to circumvent the inherent challenges of these underlying assumptions is the Lattice Isomorphism Problem (LIP), which underpins the HAWK signature scheme by Ducas et. al, currently a second round candidate in the NIST standardisation project Post Quantum Cryptography: Additional Digital Signature Schemes. It offers significant performance improvements over standard lattice assumptions due to its improved decoding, however, the only known construction of a ring signature from LIP has been shown to not satisfy linkability or correctness.
In this paper we propose RingSLIP, a secure linkable ring signature based on LIP, utilising the HAWK signature. The resulting ring signature is logarithmic in the number of ring members, and concretely has size 46KB when targeting 128 bits of security for 4096 ring members, which is competitive with other lattice-based schemes. Furthermore, we observe that our construction also benefits from online/offline computation, resulting in a signature with online signing and verification only requiring $8.54 \times 10^4$ and $1.48 \times 10^5$ CPU cycles respectively, compared to $1.35 \times 10^{11}$ without these optimisations.
One promising route to circumvent the inherent challenges of these underlying assumptions is the Lattice Isomorphism Problem (LIP), which underpins the HAWK signature scheme by Ducas et. al, currently a second round candidate in the NIST standardisation project Post Quantum Cryptography: Additional Digital Signature Schemes. It offers significant performance improvements over standard lattice assumptions due to its improved decoding, however, the only known construction of a ring signature from LIP has been shown to not satisfy linkability or correctness.
In this paper we propose RingSLIP, a secure linkable ring signature based on LIP, utilising the HAWK signature. The resulting ring signature is logarithmic in the number of ring members, and concretely has size 46KB when targeting 128 bits of security for 4096 ring members, which is competitive with other lattice-based schemes. Furthermore, we observe that our construction also benefits from online/offline computation, resulting in a signature with online signing and verification only requiring $8.54 \times 10^4$ and $1.48 \times 10^5$ CPU cycles respectively, compared to $1.35 \times 10^{11}$ without these optimisations.
Xavier Bultel, Ashley Fraser, Elizabeth A. Quaglia
We introduce BlindReview, an anonymous and end-to-end verifiable peer review system that cryptographically guarantees both privacy and auditability throughout the reviewing process. We formally define these security properties and provide rigorous proofs that BlindReview satisfies them. We also present an implementation demonstrating our protocol’s practicality. This work serves as a foundation for verifiable and privacy-preserving peer review, offering a concrete solution to enhance transparency and reduce bias in the academic peer review process.
08 May 2026
Paul Gerhart, Jay Taylor, Sri Aravinda Krishnan Thyagarajan
Atomic swaps are a fundamental primitive for the trustless exchange of digital assets across blockchains: they guarantee that either both parties receive the agreed assets or neither party transfers. While this all-or-nothing guarantee is powerful, it also imposes an inherent determinism that rules out exchanges whose intended outcome is probabilistic. As a result, existing atomic swaps cannot realize trustless exchanges in which one party pays for a fixed chance of receiving a larger asset or reward, as in lotteries, randomized allocation mechanisms, and probabilistic cross-chain trades.
We introduce probabilistic swaps, a new cryptographic primitive that extends atomic swaps to the probabilistic setting. In a probabilistic swap, one party's transfer is executed with a fixed, publicly specified probability embedded in the protocol and cannot be biased by either party. This yields a trustless mechanism for randomized exchange with verifiable odds and no trusted intermediary.
Our construction combines adaptor signatures with oblivious pseudorandom functions (OPRFs) to realize the desired probabilistic outcome while ensuring that neither party can predict or bias it in advance. Along the way, we introduce a new mechanism for the atomic exchange of OPRF evaluations for payments, which may be of independent interest. A key feature of our approach is that it preserves the minimal on-chain footprint of modern atomic-swap protocols. The protocol relies only on standard Bitcoin scripts, such as digital signatures and timelocks, and is deployable on any blockchain that already supports atomic swaps. Consequently, probabilistic swaps are indistinguishable from ordinary on-chain transactions, which helps preserve privacy and fungibility. We provide formal security foundations and demonstrate practicality through a probabilistic swap between the Bitcoin and Litecoin testnets, as well as in the Lightning Network.
We introduce probabilistic swaps, a new cryptographic primitive that extends atomic swaps to the probabilistic setting. In a probabilistic swap, one party's transfer is executed with a fixed, publicly specified probability embedded in the protocol and cannot be biased by either party. This yields a trustless mechanism for randomized exchange with verifiable odds and no trusted intermediary.
Our construction combines adaptor signatures with oblivious pseudorandom functions (OPRFs) to realize the desired probabilistic outcome while ensuring that neither party can predict or bias it in advance. Along the way, we introduce a new mechanism for the atomic exchange of OPRF evaluations for payments, which may be of independent interest. A key feature of our approach is that it preserves the minimal on-chain footprint of modern atomic-swap protocols. The protocol relies only on standard Bitcoin scripts, such as digital signatures and timelocks, and is deployable on any blockchain that already supports atomic swaps. Consequently, probabilistic swaps are indistinguishable from ordinary on-chain transactions, which helps preserve privacy and fungibility. We provide formal security foundations and demonstrate practicality through a probabilistic swap between the Bitcoin and Litecoin testnets, as well as in the Lightning Network.
Anish Banerjee, Brent Waters, David J. Wu
Dwork and Naor (FOCS 2000) showed a generic transformation to construct a ZAP (a two-round public-coin witness-indistinguishable proof) from any non-interactive zero-knowledge (NIZK) proof with statistical soundness in the common random string model. In recent years, a number of works have shown how to construct NIZK arguments in the common random string model from a broad range of assumptions including decisional Diffie-Hellman (DDH), learning with errors (LWE), or combinations of multiple assumptions. While a number of previous works have developed specialized tools to build ZAPs using these same assumptions (through a non-trivial adaptation of the underlying NIZK), a natural question is whether we can generically obtain a ZAP from these NIZK arguments à la Dwork-Naor.
In this work, we introduce the notion of a sometimes-constricting generator and show how to use it to generically upgrade any computational (resp., statistical) NIZK argument in the common random string model into a computational (resp., statistical) ZAP argument. We then show how to build sometimes-constricting generators from either the DDH assumption (over pairing-free groups) or the LWE assumption. Our transformation immediately allows us to recover constructions of ZAPs from assumptions like DDH or LWE, as well as enables new constructions from different combinations of cryptographic assumptions with properties that were not previously attainable. More broadly, our compiler provides a general mechanism to convert any future NIZK construction in the common random string model into a ZAP.
In this work, we introduce the notion of a sometimes-constricting generator and show how to use it to generically upgrade any computational (resp., statistical) NIZK argument in the common random string model into a computational (resp., statistical) ZAP argument. We then show how to build sometimes-constricting generators from either the DDH assumption (over pairing-free groups) or the LWE assumption. Our transformation immediately allows us to recover constructions of ZAPs from assumptions like DDH or LWE, as well as enables new constructions from different combinations of cryptographic assumptions with properties that were not previously attainable. More broadly, our compiler provides a general mechanism to convert any future NIZK construction in the common random string model into a ZAP.
Leila Ben Abdelghani, Walid Haddaji
Pairing-based cryptography relies heavily on the efficiency of bilinear pairings, the computation of which is dominated by the final exponentiation step. This paper describes an efficient cubing operation in the cyclotomic subgroup of $\mathbb{F}_{q^6}$ for $q\equiv1\mod{6}$. As an application, we use existing results for computing Frobenius maps to optimize the cost of the optimal Ate pairing final exponentiation over the SG54 curve. Furthermore, we introduce a novel decomposition for the hard part of the final exponentiation for this curve. Additionally, we apply established methods for cyclotomic cubing to accelerate the final exponentiation for the BLS15 and BLS27 curves. Compared to previous works, our approach achieves efficiency gains of $24\%$ for SG54 and $22\%$ for the BLS15 and BLS27 curves.
François Dupressoir, Kristian Gjøsteen, Cameron Low, Charlotte Mylog
We present a machine-checked security proof for the NTOR
key exchange protocol, which is used to establish connections in the Tor
onion routing system. It was previously studied by Goldberg et al. (DCC
2013), but within a slightly non-standard model that did not explicitly
capture forward secrecy.
Our proof is fully formalized in EasyCrypt, adding to the still small set
of cryptographic protocols verified in the computational model. A key
contribution is a systematic treatment of halting reductions involving
failure events expressed as global properties of the execution. In the
course of this work, we also contributed improvements to the EasyCrypt
framework itself.
We prove NTOR secure in a new model of unilaterally authenticated
key exchange that captures forward secrecy, and is intentionally close to
established bilaterally AKE models (such as eCK). By examining more
carefully how identities and public keys are used in key exchange proto-
cols, we obtain simpler formal arguments and introduce several variants
of our UAKE security model, connected by general reductions that, in
the case of NTOR, are also realized in EasyCrypt. This allows us to
carry out the main proof in a simpler setting and then derive the desired
security guarantee for NTOR via these reductions.
Arpita Maitra, Goutam Paul, Asim K. Pal, Asmita Samanta, Hridam Basu
In 1997, Lo proved that if one of the parties is malicious, it is not possible to achieve unconditional security in quantum bit-commitment (Phy. Rev. Lett, 1997) and hence in two-party quantum computation (Phy. Rev. A, 1997). However, restricting the computational power of the adversary, via assumptions like the existence of one-wayness, it has been shown that secure quantum bit-commitment is indeed possible by Dumais et al. (EUROCRYPT 2000). In their paper, they showed that with the assumption of a one-way permutation that is secure against any polynomial-time quantum adversary, one can achieve a secure quantum bit-commitment scheme. Although security is guaranteed, complete fairness remains an issue in quantum two-party computation for the real-world framework.
In this paper, we show for the first time that there are some functions for which secure two-party quantum computation with complete fairness is achievable. This seems in sharp contrast with the impossibility result of Ben-Or et al. (FOCS, 2006). In Ben-Or et al.'s work, they have considered a malicious quantum adversary with unconditional computational power and used a broadcast channel. We have used the hybrid model idea of Gordon et al. (STOC 2008) using a non-simultaneous channel and the idea of composition of multiparty computations by Ran Canetti (Journal of Cryptology, 2000), to achieve complete fairness in the quantum domain, under the assumption of computationally bounded adversary. The functions we study are of two types (similar to Gordon et al.): one is any function without an embedded XOR, and the other is a particular function containing an embedded XOR.
At first, we design secure two-party computation protocols in a hybrid model, using a trusted third party. Then we prove how these protocols achieve complete fairness in the hybrid model. Finally, we construct a secure two-party communication protocol and show how we can use this to remove the trusted third party of the hybrid model, and achieve both security and complete fairness in the real-world model.
In this paper, we show for the first time that there are some functions for which secure two-party quantum computation with complete fairness is achievable. This seems in sharp contrast with the impossibility result of Ben-Or et al. (FOCS, 2006). In Ben-Or et al.'s work, they have considered a malicious quantum adversary with unconditional computational power and used a broadcast channel. We have used the hybrid model idea of Gordon et al. (STOC 2008) using a non-simultaneous channel and the idea of composition of multiparty computations by Ran Canetti (Journal of Cryptology, 2000), to achieve complete fairness in the quantum domain, under the assumption of computationally bounded adversary. The functions we study are of two types (similar to Gordon et al.): one is any function without an embedded XOR, and the other is a particular function containing an embedded XOR.
At first, we design secure two-party computation protocols in a hybrid model, using a trusted third party. Then we prove how these protocols achieve complete fairness in the hybrid model. Finally, we construct a secure two-party communication protocol and show how we can use this to remove the trusted third party of the hybrid model, and achieve both security and complete fairness in the real-world model.
Matthew Gregoire, Jade Keegan, Saba Eskandarian
We introduce new techniques for verifiable reporting of abusive messages in private messaging platforms. Our techniques are compatible with both metadata-hiding messaging systems, where the platform does not know who speaks to whom, and with third-party moderation, where the platform is not involved in the process of verifying or judging reported content.
While prior work in this space considers the question of how a moderator would verify reports, prior works do not address the question of how a moderator and platform would collaborate to enforce moderation decisions. In a setting where the platform does not wish to be involved in or responsible for enforcing moderation decisions, or in federated settings where it is not clear who would be responsible for enforcement, this presents an additional challenge.
Our work solves this problem with a lightweight credentialing and revocation mechanism that does not involve the platform in moderation enforcement at all. In order to support this added functionality, we build on Asymmetric Message Franking (Crypto '19) and improve performance over the original scheme, reducing moderator computation and communication costs to verify reports by $6\times$ and $7\times$, respectively.
While prior work in this space considers the question of how a moderator would verify reports, prior works do not address the question of how a moderator and platform would collaborate to enforce moderation decisions. In a setting where the platform does not wish to be involved in or responsible for enforcing moderation decisions, or in federated settings where it is not clear who would be responsible for enforcement, this presents an additional challenge.
Our work solves this problem with a lightweight credentialing and revocation mechanism that does not involve the platform in moderation enforcement at all. In order to support this added functionality, we build on Asymmetric Message Franking (Crypto '19) and improve performance over the original scheme, reducing moderator computation and communication costs to verify reports by $6\times$ and $7\times$, respectively.
Cody Freitag, Daniel Wichs
Succinct non-interactive arguments (SNARGs) for NP allow an efficient prover to convince a verifier that an NP statement is true with a proof that is much shorter than the original NP witness. Gentry and Wichs (STOC ’11) showed that adaptive soundness of such SNARGs cannot be proven via a black-box reduction from any falsifiable assumption. However, recent works by Waters, Wu and Zhandry (STOC ’24, CRYPTO ’24, CRYPTO ’25) circumvent this negative result by relying on subexponential hardness assumptions and having a long common reference string (CRS) that is longer than the statement size.
In this work, we study unique SNARGs where each statement has at most one accepting proof. The above constructions of adaptively sound SNARGs are not unique and crucially rely on the existence of multiple valid proofs in their security analysis. We explore to what extent this is inherent as follows: - On the negative side, we give a strengthened Gentry-Wichs style black-box separation for the case of perfectly complete and unique SNARGs for NP with adaptive security. Our black-box separation extends even to reductions that rely on subexponentially hard falsifiable assumptions and to SNARGs that have an arbitrarily long CRS. - On the positive side, we construct perfectly unique and adaptively secure SNARGs for NP with a long CRS based on subexponentially hard one-way functions and indistinguishability obfuscation. We do so by relaxing perfect completeness and allowing for a negligible completeness error. This is the first unique SNARG with a proof of adaptive security from falsifiable assumptions, even restricted to P
In this work, we study unique SNARGs where each statement has at most one accepting proof. The above constructions of adaptively sound SNARGs are not unique and crucially rely on the existence of multiple valid proofs in their security analysis. We explore to what extent this is inherent as follows: - On the negative side, we give a strengthened Gentry-Wichs style black-box separation for the case of perfectly complete and unique SNARGs for NP with adaptive security. Our black-box separation extends even to reductions that rely on subexponentially hard falsifiable assumptions and to SNARGs that have an arbitrarily long CRS. - On the positive side, we construct perfectly unique and adaptively secure SNARGs for NP with a long CRS based on subexponentially hard one-way functions and indistinguishability obfuscation. We do so by relaxing perfect completeness and allowing for a negligible completeness error. This is the first unique SNARG with a proof of adaptive security from falsifiable assumptions, even restricted to P
Antonio Giulio D’Antona, Pierrick Méaux, Akin Ünal
Pseudorandom Generators (PRGs) based on Threshold-XOR predicates with large locality and high stretches have recently gained traction, since they lend themselves as shallow weak Pseudorandom Functions (PRFs) to fast multiparty computation protocols. In this work, we present novel fast attacks on such PRGs that achieve substantial advantages. Concretely, we break the security levels of most parameters collected by Boura, Couteau, Perrin and Rotella (ToSC'25), as well as those proposed by Fu, Li, Lyu and Liu (EC'26). On the asymptotic side, we prove that our attacks achieve an advantage of $n^{-n/a}$ where $n$ denotes the seed length and $a$ the locality of threshold predicates. As a consequence, when $a \in \Theta(n)$, we get poly-time attacks with noticeable advantage. These results close current gaps on the theoretical study of THR-XOR based Goldreich PRGs.
Additionally, we demonstrate how the attack advantage can be amplified for PRGs with large output lengths (which are common in the context of weak PRFs). Finally, we discuss alternative predicates for Goldreich PRGs that resist all currently known attacks.
Additionally, we demonstrate how the attack advantage can be amplified for PRGs with large output lengths (which are common in the context of weak PRFs). Finally, we discuss alternative predicates for Goldreich PRGs that resist all currently known attacks.
Riku Mochizuki, Ryosuke Abe, Shigeya Suzuki
Fair exchange protocols on blockchain enable atomic exchange of digital goods and cryptocurrency between untrusted parties.
Two prominent protocols, Zero-Knowledge Contingent Payment (ZKCP) and FairSwap, guarantee fairness: either both parties receive the expected items (digital goods and cryptocurrency) or neither does.
However, both protocols lack accountability: when an exchange terminates abnormally, the protocol cannot identify which party caused the failure.
This lack of accountability undermines the applicability of fair exchange protocols in decentralized settings.
To fill this gap, we identify the common accountability issue in both protocols and revise them by adding signature exchange and chaining.
We formally define the revised protocols in the universal composability framework and provide a proof sketch, and measure the computational overhead of the revised protocols in our implementation and experiment.
Xavier Bultel, Charlène Jojon, Benjamin Nguyen, Haoying Zhang
Analyzing time-series databases in a privacy-preserving manner has gained significant attention, especially when the data contains sensitive personal information such as medical records or spatio-temporal data such as trajectories. Motivated by scenarios where a user must show whether an anomaly (or similarity) is detected in a time series containing sensitive data, we propose a toolkit for proving these properties on (committed) private time series. We leverage Matrix Profile (MP), a state-of-the-art data-mining structure, to detect subsequence anomalies and similarities in time series, in contrast to many works that only detect anomalies and similarities on complete time series. As recent findings have shown, the aggregated data used by MP (such as subsequence distances or MP values) leak critical information about the time series. It is therefore crucial to consider a strong adversary model where all information other than the presence or absence of anomalies/similarities remains protected. To guarantee this, we propose a combination of commitment and zero-knowledge proof systems that ensure both the validity of the proven result and the (unconditional) protection of the time series. The proposed schemes maintain reasonable execution times, even for large real-time time series.
Shweta Agrawal, Kaartik Bhushan, Geoffroy Couteau, Mahshid Riahinia
Public-key pseudorandom correlation functions (PK-PCF) are an exciting recent primitive introduced to enable "non-interactive key exchange for secure computation". Despite significant advances in the group-based setting, success in the post-quantum regime has been much more limited. To the best of our knowledge, there does not exist even a single efficient candidate post-quantum PK-PCF for the standard string oblivious transfer (OT) correlation.
In this work, we address this gap by constructing the first efficient lattice-based public-key PCF for the string OT correlation. Our PK-PCF generates a few hundred OTs per second, and requires a large but manageable public key size (a few hundred megabytes). In contrast, the only previous lattice-based non-public-key PCF, proposed in the very recent work of Hasler, Reisert and Küsters (Asiacrypt 2025), can generate up to 9 OT/s and has key sizes of several gigabytes.
At the heart of our result lie several technical contributions that might be of independent interest. In particular, we introduce the first efficient lattice-based constrained pseudorandom functions for low-degree polynomials, from a new but natural "secret-power" variant of ring learning with errors. Our assumption is non-interactive and falsifiable, and we carefully analyze it for attacks. Additionally, we introduce a new packing mechanism compatible with local rounding of noisy shares from a "truncated" variant of our previous assumption, which allows further efficiency.
We remark that in the pre-quantum regime, the state of art for PK-PCF only two years ago was 1 OT/s, while they now clock at ~30k OT/s. We are optimistic that our construction will follow a similar trajectory.
Daniel Aronoff, Nut Chukamphaeng, Phoochit Witchutanon, Samiran Chanseewong, Koravich Sangkaew, Tutanon Sinthupraisth
Credit scoring plays a critical role in the financial industry, allowing institutions to evaluate the creditworthiness of potential borrowers. Typically, a model is estimated from repositories of attributes of past borrowers linked to their loan and payments performance. The model is then used to compute an applicant's score. The training and customer data are subject to regulations that require privacy of financial records. This creates a tension between the full utilization of available data and the prevention of leakage. Recently, the tension has intensified from, on one hand, improvement in AI methods to utilize data from nontraditional sources to develop prediction models and, on the other hand, increased concern over the vulnerability of encrypted data to penetration from quantum computers. We present a credit score workflow that addresses both issues by using AI methods to estimate a credit score model in a collaborative setting, combined with post-quantum cryptographic methods to protect data. We develop a ``toy'' workflow which can form a base for more complex ``real world'' implementations. We provide links to a code-base.
Halil İbrahim Kaplan
This paper provides a performance comparison of five MILP
solvers applied to related-key differential cryptanalysis of ITUbee [10].
We evaluate three open-source solvers (GLPK, HiGHS, SCIP) and two
commercial solvers (Gurobi, CPLEX) using MILP models for 8, 10, and
12-round attacks. As rounds increase, the number of equations and con-
straints grows exponentially. Experiments used an 11th Gen Intel Core
i7-1165G7 processor with 32 GB of RAM. Commercial solvers (Gurobi
and CPLEX) perform better than open-source options, achieving up to
94× speedup compared to GLPK for the 12-round model. This work
provides guidance for choosing a solver for MILP-based cryptanalysis.
Rio Kanehiro, Yohei Watanabe, Mitsugu Iwamoto
Proof of Assets (PoA) protocols enable custodians to prove ownership of digital assets without revealing their account addresses or corresponding balances. While existing PoA protocols focused on either private or public balances, hybrid-state blockchains such as the Aztec Network involve both. In these systems, private balances are managed by encrypted notes that work similarly to the UTXO model, with only commitments stored on-chain. We present a PoA protocol that supports hybrid balances by combining public-state membership proofs with proofs of ownership over private notes. Since a custodian may control multiple accounts and numerous notes, we employ hierarchical proof-carrying data via recursive zk-SNARK, enabling scalable proving and efficient batch verification. We implement our system using the Noir DSL with the UltraHonk proving backend, and evaluate the performance.
Adrian Cinal, Oliwer Sobolewski
An adaptor signature scheme can be seen as committing to a signature using an NP statement, in such a way that (1) the commitment, called a presignature, is verifiable, (2) the corresponding witness enables opening the commitment (adapting the presignature), and (3) seeing a valid commitment-opening (presignature-signature) pair leaks the witness. In the blockchain space, where signatures (signed transactions) must be broadcast to the public to take effect, this last property allows "forcing" a party to leak a witness for possibly multiple presignatures issued for the same NP statement. This then gives rise to many applications such as atomic swaps or payment channels. Importantly, in prevailing adaptor signature schemes, presignatures are already technically signatures, in that they are non-interactive zero-knowledge proofs of knowledge of the signing key. This has a number of consequences, most important being that the presignature constitutes evidence of intent to participate in a protocol based on adaptor signatures. Perhaps surprisingly, however, for practical applications, this strong "binding" of presignatures turns out to be non-essential. In this work, we revisit the definitions of adaptor signature schemes, demonstrating that prevailing security requirements are too strict for practical applications. To this end, we formally define fair signature exchange (FSE) and abandon the assumption implicit in prior work that adaptor-based FSE must be "symmetric" with both parties using the same adaptor signature scheme. The resulting relaxation of security requirements leads us to the notion of presignature deniability, an extension to adaptor signature schemes that we define formally and construct from various assumptions.
Adrian Cinal
Anonymity guarantees of privacy-oriented cryptocurrencies are garnering negative attention from lawmakers who view them as antinomic to accountability. Having recognized their potential for innovation, however, regulators may not want to outright ban privacy coins but instead seek a middle ground where financial oversight is effective, and still a modicum of privacy is maintained. Mature designs, such as Zcash, Monero, or Firo, facilitate this through so-called viewing keys that can be disclosed to third parties for the purpose of supervision. This paper initiates the study of the issues of security, privacy, and fungibility that privacy coins face in the non-custodial setting with the legal obligation on users to surrender their viewing keys to the authorities. In doing so, it fills the gap in provable anonymity guarantees for Zcash and, at the same time, exposes non-trivial gaps for Monero and Firo. Of independent interest is that the naturally defined notion of spend indistinguishability is shown to imply practical anamorphic spending as introduced by Cinal et al. (ESORICS'25), and a novel perspective is presented, framing UTXO-based privacy coins under viewing key compromise as transparent account-based cryptocurrencies instead.