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28 August 2026

Daniel Apon
ePrint Report ePrint Report
A few weeks ago, Ghoshal, Ishai, Jain, and Sun (ePrint:2026/1630) introduced a "hold-out distinguisher" for the Goppa–McEliece public key. This past week, Vedenev (eprint:2026/1747) proposed to turn its polynomial relations into key recovery by reconstructing the hidden generalized Reed–Solomon representation from nested Hasse-derivative spaces at held positions.

Vedenev’s proposed held-position count explicitly assumes that the resulting linear equations are independent across positions. Yet, experiments on proper binary Goppa instances contradict that assumption, demonstrating a familiar "waterfall" phenomenon where - just before the required independent equation count for a successful attack - additional held positions sharply drop in value, providing just a single, independent equation rather than the $\approx {k \choose 2}$ such equations from the early positions.

This note identifies an algebraic-geometric reason for this inherent dependence. For a binary Goppa polynomial of degree $t$, an explicit linear map constructs a $(2t+3)$-dimensional family modulo the true solution. At each held support point, the entire derivative-flag block restricts on this family to at most one ordinary evaluation condition. Consequently, under a concrete nondegeneracy condition stated in terms of the hidden vector polynomial $\bf F$ and its formal derivative ${\bf F}$$'$:

$c_{need} \gt 2t + 3,$

where $c_{need}$ is the number of sampled held positions required at the critical step in Vedenev’s algorithm. (The proposed key-recovery algorithm’s cost depends on $c_{need}$ in the exponent.)

For ISO/NIST Category 5 parameter set ${\sf mceliece8192128}$, this gives $c_{\rm need} \gt 259,$ which implies Vedenev’s key-recovery algorithm costs in excess of $2^{1500}$ bit operations there.
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Michał Osadnik
ePrint Report ePrint Report
Folding is a powerful technique for constructing efficient succinct proof systems, especially for computations that are expressed in a streaming fashion. We present PikkuFold, a new lattice-based folding protocol that improves upon state-of-the-art folding schemes such as SALSAA (ePrint 2025/2124) and Cyclo (EUROCRYPT 2026). One folding step communicates $5.5$ KB beyond the commitments to its fresh inputs, against $\geq 30$ KB for Cyclo and $\geq 60$ KB for SALSAA for comparable instances, while keeping prover time comparable and the verifier in the millisecond range. At the heart of our construction are layered random projections, whose algebraic structure makes them fast to verify and whose final image is short enough to send to the verifier directly, cutting out the cost of auxiliary commitments. We use those techniques to replace the extensive and restrictive range proofs of Cyclo, while still achieving only a small additive increase in the accumulator norm across multiple folds. PikkuFold is the first lattice-based construction that does not require any in-protocol commitments beyond those of the fresh inputs. Such commitments are the heavy part of a folding transcript: every prior lattice-based scheme commits to a decomposed or otherwise transformed witness during the fold, immediately increasing the communication by dozens of kilobytes. On top of that, we provide two contributions of independent interest, applicable beyond the context of folding schemes: (i) a Johnson-Lindenstrauss theorem for biased ternary matrices modulo $q$ with certified concrete constants, which replaces the heuristic parametrisation of prior works, and (ii) a thorough analysis of the short-challenge sampler with fixed Hamming weight and operator-norm rejection, offering a wide range of parameter sets. Using this sampler as a drop-in replacement would lead to immediate improvements in a wide family of lattice-based protocols.
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José Luis Delgado
ePrint Report ePrint Report
We give the first cross-signature signing-key recovery attack on SDitH v2 from public chosen-message transcripts. Each hidden VOLE leaf exposes a commitment and a public endpoint $A=\mathsf{wit}\oplus G_{\rm wit}(s)$ that masks the permanent witness, and because share expansion uses $s$ as the block-cipher key with an all-zero IV, one candidate stream block can be tested against all endpoints under the same public key. The attack shares nonlinear terms of the unary RSD predicates across endpoints, organizes public masks in tries, and updates the circuit along a Gray-code traversal, while a two-block leaf commitment validates each survivor before signing-key reconstruction.

With $q=2^{12}$ signatures, complete key recovery and forgery cost 11.23–11.67 bits less than matched AES-128/192/256 exhaustive search across six parameter sets, and the comparison includes target identification, commitment validation, signer-used keys, signature acquisition, witness reconstruction, and fresh signing. A multi-key experiment measures the generic gain from multiple targets, and executions over a reduced domain against the official C implementation recover the signing witness and produce a fresh accepted signature for every parameter set. We repair the shared stream domain by labelling each expansion with the signature salt, global leaf ordinal, and block position; this change preserves signature size and block-cipher call count and reduces the attack to generic multi-target search.
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Yufei Yuan, Lei Zhang, Wenling Wu
ePrint Report ePrint Report
When the output dimension of a vectorial Boolean function exceeds half its input dimension, not all nonzero components can be bent. The best attainable componentwise nonlinearity in this range, however, is generally unknown. We ask whether the conjectured bound for even-dimensional square mappings extends to this high-output regime, and show that it does not. Specifically, we construct a six-input, four-output function with nonlinearity 26, thereby improving the previous lower bound of 24. Its seven bent components form the nonzero part of a three-dimensional component subspace, whereas the remaining eight components all have maximum absolute Walsh coefficient 12. Accordingly, the associated binary linear code has length 64, dimension 11, and minimum distance 26. We then address the distinct problem of six-bit permutations and determine its exact maximum. A computer-assisted evaluation of the complete classification of Boolean functions in six variables bounds the autocorrelation energy of every balanced component whose Walsh coefficients have magnitude at most 12. Combined with a vectorial fourth-moment identity, this bound forces every six-bit permutation to have a component with maximum absolute Walsh coefficient at least 16, and hence nonlinearity at most 24. Inversion over the field with 64 elements attains this value. Finally, the same argument gives necessary coding conditions for any non-bijective six-input, six-output function whose nonlinearity exceeds 24.
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Zhengting Li, Lin Ding, An Wang, Haotong Xu, Zheng Liu, Zheng Wu, Xinhai Wang, Jiang Wan
ePrint Report ePrint Report
GEA-1 and GEA-2 are two standard stream ciphers used in GPRS (General Packet Radio Service) to protect against eavesdropping GPRS between the base station and the phone. Now, a range of current phones still support them. In this paper, a differential fault attack on the GEA-like stream ciphers under the random fault model is proposed for the first time. In this attack, an efficient dedicated algorithm for identifying the exact fault location is proposed. By using this dedicated algorithm, the attacker can succeed in determining the exact fault location. As applications, practical differential fault attacks on the GPRS standard ciphers (i.e., GEA-1 and GEA-2) are presented, which recover the 64-bit secret keys of GEA-1 and GEA-2 with time complexities of ${2^{{\rm{33}}{\rm{.807}}}}$ and ${2^{{\rm{33}}{\rm{.858}}}}$, respectively. We validate the cryptanalytic results by simulating the whole attacks on the platform ChipWhisperer Lite. The experimental results show that both GEA-1 and GEA-2 can be broken within sixteen minutes on a common laptop. Finally, the possible countermeasures are presented to protect the processed data of massive GPRS devices.
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Ronald Cramer, Daniël van Gent, Andrea Lesavourey, Alice Pellet-Mary
ePrint Report ePrint Report
This paper deals with the hardness of finding short vectors in module lattices. Let $K$ be a number field of degree $d$ and $\mathcal{O}_K$ its ring of integers. We show that if a module lattice $M$ of rank $n$ in $\mathcal{O}_K^n$ has some Galois-symmetries, namely if it is fixed coordinate-wise (as a set) by a group $G$ of automorphisms of $K$, then $M$ can actually be seen as a module of rank~$n$ over a subfield~$K'$ of $K$ ($K'$ is the fixed-field of $G$), whose degree is $|G|$ times smaller than the degree of $K$. When one wants to find short vectors in $M$, this translates into the observation that the module lattice $M$, which is a priori a lattice of rank $n d$ can in fact be seen as a lattice of rank only $n d / |G|$. Hence, finding short vectors in $M$ is easier than what one could have expected by forgetting about the algebraic structure of $M$. This result is a generalization of a similar result by Boudgoust, Gachon and Pellet-Mary (Crypto'22), which was restricted to ideal lattices (i.e., modules of rank $1$).
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Isabel Muñoz, Isaac Agudo, Marco López, Daniel Morales
ePrint Report ePrint Report
Hash-based constructions occupy a distinctive position among post-quantum signatures: their security reduces to well-tested properties of hash functions rather than to newer assumptions such as lattices or isogenies. This work focuses on stateful schemes instead of stateless, because the former are considerably more efficient. However, they have the problem of state handling, since reusing a one-time key twice enables signature forgeries. Despite threshold signatures mitigate this problem by spreading trust among a set of disjoint parties, building them from hash-based schemes is difficult, since these lack the homomorphic structure needed to recombine partial signatures, and generic multiparty computation can be expensive for hash-based constructions. Kelsey, Lang and Lucks recently proposed Haystack, the first threshold scheme for hash-based signatures producing standard LMS or XMSS signatures, at the cost of a fully trusted setup and a large common reference value. We analyze Haystack along two dimensions: performance and security. First, as Haystack lacks an implementation and realistic benchmarking, we implement the protocol in Java and produce a network-aware evaluation of its viability in real deployments, concluding that it performs comparably to other post-quantum threshold schemes. Second, we relax the trust placed in the dealer. For that, we introduce a variant of the setup built on an optimistic, lightweight MPC-based partial-DKG. It does not remove the dealer's ability to forge, but it prevents it from impersonating trustees within the signing protocol, while preserving the standard signature format. Also, an optional succinct-argument layer provides public auditability. We further consider a full-DKG setting with no dealer and where the trustees run the entire setup under MPC. Both variants are implemented in MP-SPDZ and their costs have been analyzed.
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Ogbodo Tochukwu Hillary, Bilkisu Larai Muhammad-Bello, Saleh El-Yakub Abdullahi
ePrint Report ePrint Report
With the arrival of scalable quantum computers, classical key exchange protocols like RSA, elliptic-curve and finite-field Diffie-Hellman are vulnerable to harvest-now-decrypt-later attacks. Quantum key distribution offers information-theoretic security but is sensitive to channel noise, loss, and distance, while post-quantum cryptography provides quantum resistance on conventional hardware at the cost of larger keys and a dependence on hardware computational strength. Existing hybrid defenses generally rely on static configurations that require manual intervention when channel conditions degrade, and no prior software-defined system performs real-time three-way switching among these approaches while preserving uninterrupted key availability. This paper presents an adaptive multi-algorithm key generation and exchange framework that dynamically selects among quantum key distribution (BB84), post-quantum cryptography (Kyber512, standardized as ML-KEM-512), and classical Diffie-Hellman according to real-time monitoring of the quantum bit error rate and network latency, fusing key material from all active sources through an HMAC-based key derivation stage. The framework was implemented and evaluated in a controlled simulation environment built on Qiskit, liboqs, and the Python cryptography library. Across all five operating modes it attained a 100% key-generation success rate, with the quantum-resistant modes sustaining a secret-key throughput of approximately 3 kbps at a 256-bit key size and mode transitions completing without loss of key availability. A Kruskal-Wallis test confirmed that the timing differences among modes were statistically significant (H = 133.32, p < 0.001), and the security model was placed on a formal footing using the robust key-combiner framework. The results indicate that adaptive multi-algorithm key exchange can substantially improve the quantum resilience of secure communication systems in terms of security, availability, and performance.
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Zhiwen Zhang, Yuao Zhou, Ge Chang, Cong Li, Yuejian Fang, Qingni Shen
ePrint Report ePrint Report
Retrieval-augmented generation (RAG) services outsource vector search over proprietary corpora, yet clients cannot verify that returned context conforms to the promised index, parameters, and snapshot. We present VERIF, the first dedicated zero-knowledge polynomial interactive oracle proof (PIOP) for complete, service-consistent IVF-Flat retrieval. VERIF proves top-$m$ centroid selection, authenticated routing, exact full-vector scoring of every routed candidate, final top-$k$ selection, and context binding. Its commitment-eliding reduction keeps query-dependent scores virtual and reduces selection claims directly to inner products over authenticated data. A unified, permutation-free top-$t$ relation with limb-decomposed range arguments handles both selection stages without sorting or score commitments. Against a matched, optimized implementation of the same retrieval relation using a general-purpose circuit-based zkSNARK (Plonky2), our prototype achieves up to an $86.5\times$ prover speedup and reduces peak memory by up to 99.1%. VERIF proves retrieval over authenticated SIFT and 768-dimensional Cohere indexes containing 32 million and 8 million vectors in 5.90 and 11.57 seconds, respectively; verification takes 0.62--1.48 seconds. These results demonstrate practical verifiable IVF-Flat retrieval for RAG-as-a-Service.
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Mizuki Hayashi, Keita Emura
ePrint Report ePrint Report
Gao et al. (IEEE Internet of Things Journal, 2025) proposed a medical data sharing system for digital twin environments using identity-based encryption (IBE), public-key encryption with keyword search (PEKS), and blockchain technologies. In this short note, we show that Gao et al.'s system allows unauthorized users to access other patients' medical data. We further show that the search server can obtain information about the queried keywords from the trapdoors (search queries). In addition, we analyze the procedure used to retrieve, from the blockchain, the IPFS (InterPlanetary File System) addresses storing encrypted medical data and encrypted keywords. Since these addresses are derived from labels that can be computed solely from public information and keywords, and because the keywords themselves are provided to the search server, we demonstrate that searchable encryption is unnecessary in the first place. Based on our security analysis, we argue that the proposed system requires a fundamental redesign.
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Mohammed Barhoush, Tomoyuki Morimae, Ramis Movassagh
ePrint Report ePrint Report
Quantum indistinguishability obfuscation (qIO) aims to make a quantum circuit unintelligible while preserving its functionality. It serves as a foundational primitive for advanced applications, such as witness encryption (WE) for QMA, non-interactive zero-knowledge arguments for QMA, and attribute-based encryption for BQP. Despite its importance, constructing qIO from standard assumptions remains a major open problem.

In this work, we prove that the security of WE for QMA cannot be based on any falsifiable cryptographic assumption via a restricted class of quantum black-box reductions. Because qIO for null quantum circuits implies WE for QMA, this also separates null-qIO from falsifiable assumptions. Since almost all standard cryptographic assumptions are falsifiable, our result presents a barrier to basing qIO on standard cryptographic assumptions.

The reductions we rule out are restricted: the reduction must query the adversary classically, non-adaptively, at the same security parameter, and only on honestly generated ciphertexts. Moreover, our impossibility applies only to WE with classical ciphertexts, and therefore does not rule out qIO with obfuscators whose output is a quantum state. Ruling out more general reductions, as well as more general forms of WE and qIO, remains open.

Our impossibility relies on the existence of a QMA-QCIP[2] gap problem, an average-case assumption postulating a QMA language that cannot be verified with two messages of classical communication.
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Deng Tang
ePrint Report ePrint Report
Rotation-symmetric Boolean functions form an important class of cryptographically significant Boolean functions. In 2017, Su and Tang proposed in [IEEE TIT 63(7): 4658–4667, 2017] an infinite class of rotation-symmetric bent functions of every possible algebraic degree. In this paper, we present two constructions of rotation-symmetric bent functions outside the completed Maiorana--McFarland class on $n=30\cdot 7^j$ variables with $j\geq0$ and $n=70t$ variables with $t\geq1$, respectively. Each of the two constructions generates bent functions of every possible algebraic degree ranging from $3$ to $n/2$. Since the algebraic degree of an $n$-variable bent function is at most $n/2$ and every quadratic bent function belongs to the completed Maiorana--McFarland class, the interval from $3$ to $n/2$ is the full possible degree range for bent functions outside this class. To the best of our knowledge, these are the first infinite constructions of rotation-symmetric bent functions in which functions have algebraic degrees ranging from $3$ to $n/2$ while remaining entirely outside the completed Maiorana--McFarland class.
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26 August 2026

Tung Chou
ePrint Report ePrint Report
A CNOT circuit is a quantum circuit where the only type of gate appeared in the circuit is the CNOT gate. Given an n × n binary matrix which specifies the relationship between input and output, existing greedy algorithms generate corresponding CNOT circuits of n qubits, with the goal of minimizing depth of the circuits. This short paper presents two new greedy algorithms, which can be considered as generalized versions of existing greedy algorithms. The new algorithms are inspired by the algorithm presented in the Asiacrypt 2024 paper “Quantum circuits of AES with a low-depth linear layer and a new structure”. Although we have not run large-scale experiments, small-scale experiments suggest that the new algorithms are at least as powerful as existing greedy algorithms.
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Zhao Song
ePrint Report ePrint Report
We study the high-precision computation of $\ell_p$-Lewis weights for $p\ge4$ in the black-box exact-real full-vector leverage-score oracle model, measuring complexity by the number of adaptive oracle rounds. In this model, Gribling, Sidford, and Zhang [GSZ26] obtained an $O(p^2\log(m/\epsilon))$ bound for computing an $\epsilon$-estimate. We improve this bound to $O(p\log(mp)+\sqrt p\log(1/\epsilon))$. To obtain this result, we isolate the normalized fourth-moment operator governing the nonlinear Hessian of their log-determinant matrix potential and prove that each relative-gradient step with denominator $p$ resets the operator norm to a universal constant. This reset controls the entire update segment and yields an $O(p\log(mp))$ global entrance phase. After entering an $O(1/p)$ spectral neighborhood of the optimum, we switch to a restarted accelerated Bregman-gradient method for the vector potential.
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Debrup Chakraborty, Avishek Majumder
ePrint Report ePrint Report
Message authentication codes (MAC) are ubiquitous and are considered to be the most important tool employed to ensure authenticity of messages in the symmetric key setting. In this work, we aim to empower MACs with a newly added functionality of updatablility, i.e., the goal is to construct a MAC scheme where the authentication tag for a message can be updated with every update to the message without recomputing the tag for the entire message. Such a functionality can be useful in several scenarios, primarily where the storage of a frequently changing large message is delegated to an un-trusted server. In such a scenario it may be infeasible for an user to download the entire message and recompute the tag for every update. We introduce a new class of MACs called updatable message authentication code (UdMAC), which inherently enjoys the functionality of updates. We systematically develop UdMACs, provide syntax for UdMAC, propose formal security notion. We then present two constructions: $\mathsf{concatu}$ and $\mathsf{xoru}$, which support two distinct message updates, namely, concatenation and xor difference. We analyze both the constructions in details and prove security of the construction in the newly proposed security model.
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Nicholas Spooner, Max Tromanhauser
ePrint Report ePrint Report
An important open question in quantum cryptography is the construction of publicly-verifiable NIZKs for QMA. Classically, one can construct NIZKs for NP in the random oracle model (and sometimes in the standard model) by compiling an honest-verifier ZK (HVZK) $\Sigma$-protocol for NP using the Fiat–Shamir transformation. Broadbent and Grilo introduced a quantum analog of a $\Sigma$-protocol (which they call a $\Xi$-protocol) in which the prover's first message is quantum, and show that HVZK $\Xi$-protocols exist for QMA. However, it is not clear how to compile such protocols into NIZKs in the (Q)ROM, because the Fiat–Shamir transformation seems to be incompatible with quantum messages. In this work we give formal evidence that this is indeed the case: we show that if generic "Fiat–Shamir-like" compilers for quantum protocols exist in the QROM (with small completeness and soundness error) then QMA = BQP.
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Amos Beimel, Aner Ben-Efraim, Oriol Farràs, Adriana Moya
ePrint Report ePrint Report
In any secret sharing scheme, the size of each share must be at least as large as the size of the secret. Schemes that attain this lower bound are called $k$-ideal, where $k$ is the size of the domain of the secrets and shares, or simply ideal if they are $k$-ideal for some $k$. An access structure is called $k$-ideal if it admits a $k$-ideal secret sharing scheme. The characterization of ideal access structures is a longstanding open problem at the intersection of cryptography, matroid theory, and information theory, previously solved only for $k=2$ and $k=3$.

In this work, we solve this problem for $k=4$ and $k=6$. Our results exploit the connections between ideal secret sharing schemes and matroids and new techniques based on latin squares. For $k=4$, we show that an access structure is $4$-ideal if and only if it admits a $\mathbb{F}_4$-linear ideal secret sharing scheme, i.e., a scheme where the shares and the secret are elements of $\mathbb{F}_4$ and the sharing and reconstruction functions are linear. To prove this result, we show that the class of matroids determined by ideal $\mathbb{F}_4$-linear schemes coincides with those determined by $4$-ideal schemes.

For $k=6$, we prove that an access structure admits a $6$-ideal scheme if and only if it admits a $k$-ideal scheme for every $k\geq 2$. This result shows that domains of size $k=6$ are the most restrictive domains for constructing ideal secret sharing schemes, and that $6$-ideal schemes can be essentially built by combining ideal $\mathbb{F}_2$-linear schemes with ideal $\mathbb{F}_3$-linear schemes via the Chinese Remainder Theorem.

Beyond these characterizations, our main technical contributions are the introduction of new techniques for analyzing ideal secret sharing schemes, extending the connections between ideal threshold schemes and latin squares to the general case, and the classification of the values of $k$ for which some relevant matroids are $k$-entropic.
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Jiaqi Liu, Yansong Feng, Yanbin Pan
ePrint Report ePrint Report
We prove that exact Euclidean decision-CVP is $\mathsf{NP}$-complete on the coefficient lattices of nonzero principal ideals in the power-of-two cyclotomic rings $R_d=\mathbb{Z}[y]/(y^d+1)$. A deterministic reduction from Exact Cover by 3-Sets (X3C) produces an integral target and an integer squared threshold $\Delta$ such that the closest squared distance is exactly $\Delta$ in YES instances and at least $\Delta+4$ in NO instances. Moreover, the ideal elements whose squared distance from the target under the coefficient embedding is at most $\Delta$ are in bijection with the exact covers of the given X3C instance. This also gives $\mathsf{NP}$-hardness of exact search-CVP under polynomial-time Turing reductions. We also transfer the resulting principal-ideal CVP instances to full-rank principal ideals of the cyclic quotient ring $\mathbb{Z}[X]/(X^D-1)$, where $D=2d$. Their coefficient lattices are invariant under a cyclic rotation by one coordinate. The lift preserves principality, doubles the dimension, and scales the squared distances of corresponding elements by eight. Thus, on principal cyclic ideal lattices, exact decision-CVP is $\mathsf{NP}$-complete and exact search-CVP is $\mathsf{NP}$-hard. The cyclotomic and cyclic hardness results also admit uniformly computable fixed-family forms. For each X3C universe size, one principal cyclotomic ideal and one principal cyclic ideal can be fixed before the collection of triples is known, and only the respective targets and squared thresholds depend on the collection. Thus exact decision-CVP remains $\mathsf{NP}$-complete on both fixed families. If exact decision-CVP with preprocessing (CVPP) were solvable in polynomial time on either family, then $\mathsf{NP}\subseteq\mathsf{P}/\mathrm{poly}$. By the Karp--Lipton theorem, such a preprocessing scheme would collapse the polynomial hierarchy to $\Sigma_2^{\mathsf{P}}$. To our knowledge, the cyclic results resolve the exact decision versions of Micciancio's questions of whether CVP is $\mathsf{NP}$-hard on cyclic lattices and on a fixed family of cyclic lattices, even under the stronger restriction to full-rank principal cyclic ideals.
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Enyan Li, Fukang Liu, Gaoli Wang
ePrint Report ePrint Report
Poseidon/Poseidon2 and Neptune are prominent primitives for zero-knowledge proof systems. Their arithmetic circuit cost is reduced mainly through partial S-box layers and low-degree finite field operations. Algebraic attacks are therefore a central part of their security analysis, and Gr\"obner basis methods are a main tool for studying such attacks. For such attacks, controlling the algebraic degree of the polynomial systems induced by partial rounds is a central issue. Previous work has shown that linear subspace trails can reduce the algebraic degree of partial rounds in constrained-input-constrained-output (CICO) problems. Therefore, subspace analysis has become an important tool for evaluating the algebraic security of Poseidon-like permutations.

The main contribution of this paper is to extend the existing linear subspace trail framework to nonlinear subspaces. More precisely, we first introduce a parametric Macaulay matrix method. This method transforms the search for algebraic constraints that reduce degree growth into the problem of solving a parametric system. It provides a general algebraic approach for constructing longer nonlinear subspace trails that suppress degree growth over more internal partial rounds. Second, for the CICO problem with $Ec$ extra constraints, we give a concrete constraint pattern that extends a linear subspace trail into a nonlinear one. In this nonlinear construction, the first $Ec$ subspace constraints generate an ideal, and further compatible subspace constraints can be added along the chain without enlarging this ideal. As a result, the nonlinear subspace trail can cover up to $2Ec$ internal rounds, whereas the previous linear subspace trail can cover up to $Ec$ rounds. We further show that the balancing matrix required by this construction is generically nonsingular. Furthermore, we propose subspace modeling variants without variable substitution. These variants impose linear or nonlinear constraints directly on high-degree intermediate states.

For the Poseidon/Poseidon2 and Neptune instances proposed by Grassi et al. in ToSC 2025, our experiments show that, under the same complexity bound and the same Gr\"obner basis cost model, the nonlinear subspace model can analyze approximately twice as many internal partial rounds as the linear subspace model considered in ToSC 2025. For several concrete instances, our method reaches or even exceeds the recommended number of internal rounds given by the designers in sponge mode or compression mode.
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Tue Do, Daniel Alabi
ePrint Report ePrint Report
Membership inference attacks expose whether individual records were used to train a model, yet existing attacks on diffusion models are largely heuristic and can require substantial query budgets. We introduce $\textbf{DIME}$ ($\textbf{D}$enoiser $\textbf{I}$deal $\textbf{M}$embership $\textbf{E}$rror), a theoretically grounded and query-efficient framework for membership inference on diffusion models. Our starting point is an exact characterization of the optimal diffusion denoiser for a finite training set, which reveals that membership leakage is governed by the denoiser's implicit reconstruction error. This error decomposes into two complementary signals: a $\textit{bias term}$, capturing reconstruction accuracy, and a previously unexplored $\textit{local crowding term}$, capturing the geometry of nearby training examples. Both admit efficient estimators using only model queries, yielding a practical attack with as few as two queries. Across CIFAR-10/100, STL10-U, CelebA, and ImageNet, $\textbf{DIME}$ consistently outperforms prior attacks at comparable or substantially lower query cost, improving TPR at 1% FPR by up to $3\times$; remarkably, its two-query variant can outperform existing 30-query baselines. Finally, we suggest, discuss, and evaluate specific defenses to counteract such powerful membership tests.
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