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Reproducibility is the ability of recreating identical binaries under pre-defined build environments. Due to the need of quality assurance and the benefit of better detecting attacks against build environments, the practice of reproducible…

Software Engineering · Computer Science 2018-03-20 Zhilei Ren , He Jiang , Jifeng Xuan , Zijiang Yang

False-positive bug reports represent a significant yet underexplored challenge in the development and maintenance of the Linux kernel. They occur when correct system behavior is mistakenly flagged as a defect, consuming developer effort…

Software Engineering · Computer Science 2026-05-11 Jiashuo Tian , Dong Wang , Chen Yang , Haichi Wang , Zan Wang , Junjie Chen

The kernel is the most safety- and security-critical component of many computer systems, as the most severe bugs lead to complete system crash or exploit. It is thus desirable to guarantee that a kernel is free from these bugs using formal…

Cryptography and Security · Computer Science 2021-05-25 Olivier Nicole , Matthieu Lemerre , Sébastien Bardin , Xavier Rival

The adoption of Large Language Models (LLMs) for automated software vulnerability patching has shown promising outcomes on carefully curated evaluation sets. Nevertheless, existing datasets predominantly rely on superficial validation…

Software Engineering · Computer Science 2025-09-04 Weizhe Wang , Wei Ma , Qiang Hu , Yao Zhang , Jianfei Sun , Bin Wu , Yang Liu , Guangquan Xu , Lingxiao Jiang

Preprocessors support the diversification of software products with #ifdefs, but also require additional effort from developers to maintain and understand variable code. We conjecture that #ifdefs cause developers to produce more vulnerable…

Software Engineering · Computer Science 2016-05-24 Gabriel Ferreira , Momin Malik , Christian Kästner , Jürgen Pfeffer , Sven Apel

Pseudorandom error-correcting codes (PRC) is a novel cryptographic primitive proposed at CRYPTO 2024. Due to the dual capability of pseudorandomness and error correction, PRC has been recognized as a promising foundational component for…

Cryptography and Security · Computer Science 2025-12-22 Tianrui Wang , Anyu Wang , Tianshuo Cong , Delong Ran , Jinyuan Liu , Xiaoyun Wang

We introduce OSVBench, a new benchmark for evaluating Large Language Models (LLMs) on the task of generating complete formal specifications for verifying the functional correctness of operating system kernels. This benchmark is built upon a…

Computation and Language · Computer Science 2025-12-09 Shangyu Li , Juyong Jiang , Tiancheng Zhao , Jiasi Shen

The widespread deployment of control-flow integrity has propelled non-control data attacks into the mainstream. In the domain of OS kernel exploits, by corrupting critical non-control data, local attackers can directly gain root access or…

Cryptography and Security · Computer Science 2024-09-10 Jinmeng Zhou , Jiayi Hu , Ziyue Pan , Jiaxun Zhu , Wenbo Shen , Guoren Li , Zhiyun Qian

Exploit proof-of-concepts (PoCs) for known vulnerabilities are widely shared in the security community. They help security analysts to learn from each other and they facilitate security assessments and red teaming tasks. In the recent…

Cryptography and Security · Computer Science 2023-06-08 Soufian El Yadmani , Robin The , Olga Gadyatskaya

Recent Microsoft security bulletins show that kernel vulnerabilities are becoming more and more important security threats. Despite the pretty extensive security mitigations many of the kernel vulnerabilities are still exploitable.…

Cryptography and Security · Computer Science 2011-05-11 Piotr Bania

Kernel-based multivariate statistical process control (K-MSPC) extends classical monitoring to nonlinear industrial processes. Its performance depends critically on kernel parameters such as lengthscales and variance terms. In current…

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

Security updates create a short but important window in which defenders and attackers can compare vulnerable and patched software. Yet in many operational settings, the most accessible artifacts are binary packages rather than source…

Cryptography and Security · Computer Science 2026-05-08 Isaac David , Arthur Gervais

Linux kernel is a huge code base with enormous number of subsystems and possible configuration options that results in unmanageable complexity of elaborating an efficient configuration. Machine Learning (ML) is approach/area of learning…

Machine Learning · Computer Science 2026-03-03 Viacheslav Dubeyko

Context: Identifying potential vulnerable code is important to improve the security of our software systems. However, the manual detection of software vulnerabilities requires expert knowledge and is time-consuming, and must be supported by…

Cryptography and Security · Computer Science 2022-01-24 Laura Wartschinski , Yannic Noller , Thomas Vogel , Timo Kehrer , Lars Grunske

Code reuse is common in modern software development, but it can also spread vulnerabilities when developers unknowingly copy risky code. The code fragments that preserve the logic of known vulnerabilities are known as vulnerable code clones…

We formulate operating-system vulnerability discovery as a \emph{repeated Bayesian Stackelberg search game} in which a Large Reasoning Model (LRM) orchestrator allocates analysis budget across kernel files, functions, and attack paths while…

Computer Science and Game Theory · Computer Science 2026-04-10 Suyash Mishra

The exploit or the Proof of Concept of the vulnerability plays an important role in developing superior vulnerability repair techniques, as it can be used as an oracle to verify the correctness of the patches generated by the tools.…

Ideally the variability of a product line is represented completely and correctly by its variability model. However, in practice additional variability is often represented on the level of the build system or in the code. Such a situation…

Software Engineering · Computer Science 2021-10-13 Sascha El-Sharkawy , Adam Krafczyk , Klaus Schmid

Large Language Models (LLMs) have demonstrated remarkable capabilities in code generation, but their proficiency in producing secure code remains a critical, under-explored area. Existing benchmarks often fall short by relying on synthetic…

Cryptography and Security · Computer Science 2026-02-02 Yanlin Wang , Ziyao Zhang , Chong Wang , Xinyi Xu , Mingwei Liu , Yong Wang , Jiachi Chen , Zibin Zheng