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Speculative Decoding (SD) is a recently proposed technique for faster inference using Large Language Models (LLMs). SD operates by using a smaller draft LLM for autoregressively generating a sequence of tokens and a larger target LLM for…

Machine Learning · Computer Science 2025-07-09 Meiyu Zhong , Noel Teku , Ravi Tandon

In the evolving landscape of integrated circuit (IC) design, the increasing complexity of modern processors and intellectual property (IP) cores has introduced new challenges in ensuring design correctness and security. The recent…

Cryptography and Security · Computer Science 2025-11-07 Raghul Saravanan , Sudipta Paria , Aritra Dasgupta , Venkat Nitin Patnala , Swarup Bhunia , Sai Manoj P D

Reliability has been a major concern in embedded systems. Higher transistor density and lower voltage supply increase the vulnerability of embedded systems to soft errors. A Single Event Upset (SEU), which is also called a soft error, can…

Hardware Architecture · Computer Science 2024-05-21 Bing Xue , Mark Zwolinski

Smart contracts are increasingly being used to manage large numbers of high-value cryptocurrency accounts. There is a strong demand for automated, efficient, and comprehensive methods to detect security vulnerabilities in a given contract.…

Cryptography and Security · Computer Science 2023-04-14 Michael Rodler , David Paaßen , Wenting Li , Lukas Bernhard , Thorsten Holz , Ghassan Karame , Lucas Davi

Transient execution side-channel attacks, such as Spectre, have been shown to break almost all isolation primitives. We introduce a new security property we call relaxed microarchitectural isolation (RMI) that allows sensitive programs that…

Cryptography and Security · Computer Science 2025-02-10 Jules Drean , Miguel Gomez-Garcia , Fisher Jepsen , Thomas Bourgeat , Srinivas Devadas

Speculative decoding accelerates memory-bound LLM inference without quality degradation by using a fast drafter to propose multiple candidate tokens and the target model to verify them in parallel. However, conventional sequential…

Computation and Language · Computer Science 2026-05-20 Yaojie Zhang , Jianuo Huang , Junlong Ke , Yuhang Han , Yongji Long , Tianchen Zhao , Biqing Qi , Linfeng Zhang

As the complexity and destructiveness of Advanced Persistent Threat (APT) increase, there is a growing tendency to identify a series of actions undertaken to achieve the attacker's target, called attack investigation. Currently, analysts…

Cryptography and Security · Computer Science 2024-05-07 Jie Ying , Tiantian Zhu , Wenrui Cheng , Qixuan Yuan , Mingjun Ma , Chunlin Xiong , Tieming Chen , Mingqi Lv , Yan Chen

Physical Unclonable Functions (PUFs) are gaining attention in the cryptography community because of the ability to efficiently harness the intrinsic variability in the manufacturing process. However, this means that they are noisy devices…

Cryptography and Security · Computer Science 2020-08-20 Xinhui Lai , Maksim Jenihhin , Georgios Selimis , Sven Goossens , Roel Maes , Kolin Paul

Side channels pose a significant threat to the confidentiality of software systems. Such vulnerabilities are challenging to detect and evaluate because they arise from non-functional properties of software such as execution times and…

Cryptography and Security · Computer Science 2021-07-09 Yannic Noller , Saeid Tizpaz-Niari

Failure indexing is a longstanding crux in software testing and debugging, the goal of which is to automatically divide failures (e.g., failed test cases) into distinct groups according to the culprit root causes, as such multiple faults in…

Software Engineering · Computer Science 2023-11-03 Yi Song , Xihao Zhang , Xiaoyuan Xie , Songqiang Chen , Quanming Liu , Ruizhi Gao

The Check tools automate formal memory consistency model and security verification of processors by analyzing abstract models of microarchitectures, called $\mu$SPEC models. Despite the efficacy of this approach, a verification gap between…

Cryptography and Security · Computer Science 2024-10-01 Yao Hsiao , Nikos Nikoleris , Artem Khyzha , Dominic P. Mulligan , Gustavo Petri , Christopher W. Fletcher , Caroline Trippel

Speculative decoding has emerged as a promising approach to accelerate autoregressive inference in large language models (LLMs). Self-draft methods, which leverage the base LLM itself for speculation, avoid the overhead of auxiliary draft…

Computation and Language · Computer Science 2026-04-15 Zhuofan Wen , Yang Feng

Taint-style vulnerabilities comprise a majority of fuzzer discovered program faults. These vulnerabilities usually manifest as memory access violations caused by tainted program input. Although fuzzers have helped uncover a majority of…

Cryptography and Security · Computer Science 2017-06-02 Bhargava Shastry , Federico Maggi , Fabian Yamaguchi , Konrad Rieck , Jean-Pierre Seifert

Network protocols are the foundation of modern communication, yet their implementations often contain semantic vulnerabilities stemming from inadequate understanding of specification semantics. Existing gray-box and black-box testing…

Cryptography and Security · Computer Science 2026-03-09 Yanbang Sun , Quan Luo , Yuelin Wang , Qian Chen , Benjin Liu , Ruiqi Chen , Qing Huang , Xiaohong Li , Junjie Wang

The massive scale of modern AI accelerators presents critical challenges to traditional fault assessment methodologies, which face prohibitive computational costs and provide poor coverage of critical failure modes. This paper introduces…

Artificial Intelligence · Computer Science 2025-12-11 Khurram Khalil , Muhammad Mahad Khaliq , Khaza Anuarul Hoque

Despite extensive efforts to align Large Language Models (LLMs) with human values and safety rules, jailbreak attacks that exploit certain vulnerabilities continuously emerge, highlighting the need to strengthen existing LLMs with…

Machine Learning · Computer Science 2025-09-30 Xuekang Wang , Shengyu Zhu , Xueqi Cheng

Industrial control systems (ICS) are vital to modern infrastructure but increasingly vulnerable to cybersecurity threats, particularly through weaknesses in their communication protocols. This paper presents MALF (Multi-Agent LLM Fuzzing…

Cryptography and Security · Computer Science 2025-10-06 Bowei Ning , Xuejun Zong , Kan He

We present CureSpec, the first model-checking based framework for automatic repair of programs with respect to information leaks in the presence of side-channels and speculative execution. CureSpec is based on formal models of attacker…

Logic in Computer Science · Computer Science 2023-05-18 Joachim Bard , Swen Jacobs , Yakir Vizel

We propose a symbolic execution method for analyzing the safety of software under fault attacks both accurately and efficiently. Fault attacks leverage physically injected hardware faults in an embedded system to break the safety of a…

Software Engineering · Computer Science 2026-04-27 Yuzhou Fang , Chenyu Zhou , Jingbo Wang , Chao Wang

Fuzzing is a well-established technique in the software domain to uncover bugs and vulnerabilities. Yet, applications of fuzzing for security vulnerabilities in hardware systems are scarce, as principal reasons are requirements for design…

Cryptography and Security · Computer Science 2024-02-16 Maik Ender , Felix Hahn , Marc Fyrbiak , Amir Moradi , Christof Paar
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