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Grammar-based fuzzing is a technique used to find software vulnerabilities by injecting well-formed inputs generated following rules that encode application semantics. Most grammar-based fuzzers for network protocols rely on human experts…

Cryptography and Security · Computer Science 2021-01-26 Samuel Jero , Maria Leonor Pacheco , Dan Goldwasser , Cristina Nita-Rotaru

In future nuclear arms control treaties, it will be necessary to authenticate the hardware and software components of verification measurement systems, i.e., to ensure these systems are functioning as intended and have not been tampered…

Instrumentation and Detectors · Physics 2026-04-14 Jayson R Vavrek , Luozhong Zhou , Joshua Boverhof , Elisa R Heymann , Barton P Miller , Sean Peisert

Formal methods use SMT solvers extensively for deciding formula satisfiability, for instance, in software verification, systematic test generation, and program synthesis. However, due to their complex implementations, solvers may contain…

Software Engineering · Computer Science 2020-04-14 Muhammad Numair Mansur , Maria Christakis , Valentin Wüstholz , Fuyuan Zhang

Modern processors are equipped with single instruction multiple data (SIMD) instructions for fine-grained data parallelism. Compiler auto-vectorization techniques that target SIMD instructions face performance limitations due to…

Cryptography and Security · Computer Science 2025-07-08 Yibo He , Cunjian Huang , Xianmiao Qu , Hongdeng Chen , Wei Yang , Tao Xie

Large Language Models (LLMs) increasingly exhibit over-refusal - erroneously rejecting benign queries due to overly conservative safety measures - a critical functional flaw that undermines their reliability and usability. Current methods…

Software Engineering · Computer Science 2026-05-05 Haonan Zhang , Dongxia Wang , Yi Liu , Kexin Chen , Jiashui Wang , Xinlei Ying , Long Liu , Wenhai Wang

Fuzzing is an important method to discover vulnerabilities in programs. Despite considerable progress in this area in the past years, measuring and comparing the effectiveness of fuzzers is still an open research question. In software…

Software Engineering · Computer Science 2023-07-26 Philipp Görz , Björn Mathis , Keno Hassler , Emre Güler , Thorsten Holz , Andreas Zeller , Rahul Gopinath

Fuzz testing is one of the most effective techniques for detecting bugs and vulnerabilities in software. However, as the basis of fuzz testing, automated heuristics often fail to uncover deep or complex vulnerabilities. As a result, the…

Software Engineering · Computer Science 2026-03-17 Jiongchi Yu , Xiaolin Wen , Sizhe Cheng , Xiaofei Xie , Qiang Hu , Yong Wang

Implementations of network protocols are often prone to vulnerabilities caused by developers' mistakes when accessing memory regions and dealing with arithmetic operations. Finding practical approaches for checking the security of network…

Cryptography and Security · Computer Science 2020-01-28 Kaled Alshmrany , Lucas Cordeiro

Industrial Control Protocols (ICPs) are critical to the reliability and stability of industrial infrastructure, yet their security is fundamentally compromised by a specification-blindness bottleneck. Modern fuzzers, constrained by…

Cryptography and Security · Computer Science 2026-05-07 Jiaying Meng , Xuewei Feng , Qi Li , Min Liu , Ke Xu

Large Language Models (LLMs) are increasingly deployed across diverse domains, yet their vulnerability to jailbreak attacks, where adversarial inputs bypass safety mechanisms to elicit harmful outputs, poses significant security risks.…

Cryptography and Security · Computer Science 2026-04-15 Qingchao Shen , Zibo Xiao , Lili Huang , Enwei Hu , Yongqiang Tian , Junjie Chen

The Operating System (OS) kernel is foundational in modern computing, especially with the proliferation of diverse computing devices. However, its development also comes with vulnerabilities that can lead to severe security breaches. Kernel…

Cryptography and Security · Computer Science 2025-12-05 Jiacheng Xu , He Sun , Shihao Jiang , Qinying Wang , Mingming Zhang , Xiang Li , Kaiwen Shen , Peng Cheng , Jiming Chen , Charles Zhang , Shouling Ji

Computer programs are not executed in isolation, but rather interact with the execution environment which drives the program behaviors. Software validation methods thus need to capture the effect of possibly complex environmental…

Software Engineering · Computer Science 2024-09-04 Ruijie Meng , Gregory J. Duck , Abhik Roychoudhury

Fuzzing has proven to be a fundamental technique to automated software testing but also a costly one. With the increased adoption of CI/CD practices in software development, a natural question to ask is `What are the best ways to integrate…

Software Engineering · Computer Science 2022-06-08 Thijs Klooster , Fatih Turkmen , Gerben Broenink , Ruben ten Hove , Marcel Böhme

BusyBox, an open-source software bundling over 300 essential Linux commands into a single executable, is ubiquitous in Linux-based embedded devices. Vulnerabilities in BusyBox can have far-reaching consequences, affecting a wide array of…

Software Engineering · Computer Science 2025-03-26 Asmita , Yaroslav Oliinyk , Michael Scott , Ryan Tsang , Chongzhou Fang , Houman Homayoun

Processor design and verification require a synergistic approach that combines instruction-level functional simulations with precise hardware emulations. The trade-off between speed and accuracy in the instruction set simulation poses a…

Hardware Architecture · Computer Science 2025-04-08 Kun Qin , Xiaorang Guo , Martin Schulz , Carsten Trinitis

Bounded model checking (BMC) and fuzzing techniques are among the most effective methods for detecting errors and security vulnerabilities in software. However, there are still shortcomings in detecting these errors due to the inability of…

Software Engineering · Computer Science 2024-04-19 Kaled M. Alshmrany , Mohannad Aldughaim , Ahmed Bhayat , Lucas C. Cordeiro

A recent trend towards running more demanding web applications, such as video games or client-side LLMs, in the browser has led to the adoption of the WebGPU standard that provides a cross-platform API exposing the GPU to websites. This…

Cryptography and Security · Computer Science 2024-09-04 Lukas Bernhard , Nico Schiller , Moritz Schloegel , Nils Bars , Thorsten Holz

Bugs exist in hardware, such as CPU. Unlike software bugs, these hardware bugs need to be detected before deployment. Previous fuzzing work in CPU bug detection has several disadvantages, e.g., the length of RTL input instructions keeps…

Cryptography and Security · Computer Science 2024-01-31 Gen Zhang , Pengfei Wang , Tai Yue , Danjun Liu , Yubei Guo , Kai Lu

Seed scheduling is a prominent factor in determining the yields of hybrid fuzzing. Existing hybrid fuzzers schedule seeds based on fixed heuristics that aim to predict input utilities. However, such heuristics are not generalizable as there…

Cryptography and Security · Computer Science 2020-07-23 Yaohui Chen , Mansour Ahmadi , Reza Mirzazade farkhani , Boyu Wang , Long Lu

Deep learning (DL) systems are increasingly applied to safety-critical domains such as autonomous driving cars. It is of significant importance to ensure the reliability and robustness of DL systems. Existing testing methodologies always…

Software Engineering · Computer Science 2018-08-29 Jianmin Guo , Yu Jiang , Yue Zhao , Quan Chen , Jiaguang Sun
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