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Block cipher E2, designed and submitted by Nippon Telegraph and Telephone Corporation, is a first-round Advanced Encryption Standard candidate. It employs a Feistel structure as global structure and two-layer substitution-permutation…

密码学与安全 · 计算机科学 2014-06-18 Wentan Yi , Shaozhen Chen

We initiate the provable related-key security treatment for models of practical Feistel ciphers. In detail, we consider Feistel networks with four whitening keys $w_i(k)$ ($i=0,1,2,3$) and round-functions of the form $f(\gamma_i(k)\oplus…

密码学与安全 · 计算机科学 2019-03-06 Chun Guo

Matrix factorizations are among the most important building blocks of scientific computing. State-of-the-art libraries, however, are not communication-optimal, underutilizing current parallel architectures. We present novel algorithms for…

Quantization techniques such as BitsAndBytes, AWQ, and GPTQ are widely used as a standard method in deploying large language models but often degrades accuracy when using low-bit representations, e.g., 4 bits. Low-rank correction methods…

机器学习 · 计算机科学 2026-05-01 Selim An , Il hong Suh , Yeseong Kim

Large language models remain vulnerable to jailbreak attacks, and single-layer defenses often trade security for usability. We present TRYLOCK, the first defense-in-depth architecture that combines four heterogeneous mechanisms across the…

密码学与安全 · 计算机科学 2026-01-08 Scott Thornton

In late 2012 and early 2013 the discrete logarithm problem (DLP) in finite fields of small characteristic underwent a dramatic series of breakthroughs, culminating in a heuristic quasi-polynomial time algorithm, due to Barbulescu, Gaudry,…

数论 · 数学 2014-06-13 Robert Granger , Thorsten Kleinjung , Jens Zumbrägel

Speculative decoding accelerates LLM inference by using a small draft model to propose k candidate tokens for a target model to verify. While effective for same-tokenizer pairs on high-bandwidth GPUs, its applicability to cross-family pairs…

计算与语言 · 计算机科学 2026-04-22 Krzysztof Fonal

Both horizontal interleaving as well as the sum-rank metric are currently attractive topics in the field of code-based cryptography, as they could mitigate the problem of large key sizes. In contrast to vertical interleaving, where…

信息论 · 计算机科学 2023-08-23 Felicitas Hörmann , Hannes Bartz

Large language models (LLMs) show strong potential for neural architecture generation, yet existing approaches produce complete model implementations from scratch -- computationally expensive and yielding verbose code. We propose Delta-Code…

机器学习 · 计算机科学 2026-05-07 Santosh Premi Adhikari , Radu Timofte , Dmitry Ignatov

Large language models (LLMs) rely on deterministic pseudorandom number generators (PRNGs) for autoregressive sampling, creating a critical supply-chain attack surface overlooked by existing defenses. We present SeedHijack, a backdoor attack…

密码学与安全 · 计算机科学 2026-05-12 Ziyang You , Xiaoke Yang , Zhanling Fan , Feng Guo , Xiaogen Zhou , Xuxing Lu

This paper presents an approach for side channel cryptanalysis with iterative approximate Bayesian inference, based on sequential decoding methods. Reliability information about subkey hypotheses is generated in the form of likelihoods, and…

密码学与安全 · 计算机科学 2015-03-20 Andreas Ibing

Top-k selection, which identifies the largest or smallest k elements from a data set, is a fundamental operation in data-intensive domains such as databases and deep learning, so its scalability and efficiency are critical for these…

数据结构与算法 · 计算机科学 2025-01-28 Yifei Li , Bole Zhou , Jiejing Zhang , Xuechao Wei , Yinghan Li , Yingda Chen

Large language models (LLMs) enable long-context tasks but face efficiency challenges due to the growing key-value (KV) cache. We propose LeanK, a learning-based method that prunes unimportant key (K) cache channels by leveraging static…

机器学习 · 计算机科学 2025-08-05 Yike Zhang , Zhiyuan He , Huiqiang Jiang , Chengruidong Zhang , Yuqing Yang , Jianyong Wang , Lili Qiu

Pseudorandom number generation (PRNG) is a key element in hardware security platforms like field-programmable gate array FPGA circuits. In this article, 18 PRNGs belonging in 4 families (xorshift, LFSR, TGFSR, and LCG) are physically…

密码学与安全 · 计算机科学 2016-11-28 Mohammed Bakiri , Jean-François Couchot , Christophe Guyeux

This work shows that the cryptanalysis of the shrinking generator requires fewer intercepted bits than what indicated by the linear complexity. Indeed, whereas the linear complexity of shrunken sequences is between $A \cdot 2^(S-2)$ and $A…

密码学与安全 · 计算机科学 2010-05-04 Pino Caballero-Gil , Amparo Fúster-Sabater , M. Eugenia Pazo-Robles

The XCRUSH family of non-Feistel, ARX block ciphers is designed to make efficient use of modern 64-bit general-purpose processors using a small number of encryption rounds which are simple to implement in software. The avalanche function,…

密码学与安全 · 计算机科学 2016-10-26 Evan Saulpaugh

The optimal branch number of MDS matrices makes them a preferred choice for designing diffusion layers in many block ciphers and hash functions. However, in lightweight cryptography, Near-MDS (NMDS) matrices with sub-optimal branch numbers…

密码学与安全 · 计算机科学 2023-08-15 Kishan Chand Gupta , Sumit Kumar Pandey , Susanta Samanta

In this paper, we study certifying the robustness of ReLU neural networks against adversarial input perturbations. To diminish the relaxation error suffered by the popular linear programming (LP) and semidefinite programming (SDP)…

机器学习 · 计算机科学 2025-05-13 Brendon G. Anderson , Ziye Ma , Jingqi Li , Somayeh Sojoudi

Security research is fundamentally a problem of resource constraint and consequent prioritization. There is simply too much attack surface and too little time and energy to spend analyzing it all. The most effective security researchers are…

密码学与安全 · 计算机科学 2025-12-09 Caleb Gross

Linear (or differential) cryptanalysis may seem dull topics for a mathematician: they are about super simple invariants characterized by say a word on n=64 bits with very few bits at 1, the space of possible attacks is small, and basic…

密码学与安全 · 计算机科学 2019-05-14 Nicolas T. Courtois , Aidan Patrick