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Large Language Models (LLMs) show promise for Automated Program Repair (APR), yet their effectiveness on security vulnerabilities remains poorly characterized. This study analyzes 319 LLM-generated security patchesacross 64 Java…

密码学与安全 · 计算机科学 2026-03-12 Amir Al-Maamari

One of the most important challenges in the field of software code audit is the presence of vulnerabilities in software source code. These flaws are highly likely ex-ploited and lead to system compromise, data leakage, or denial of…

机器学习 · 计算机科学 2023-03-15 Mst Shapna Akter , Hossain Shahriar , Zakirul Alam Bhuiya

Context: Static Application Security Testing Tools (SASTTs) identify software vulnerabilities to support the security and reliability of software applications. Interestingly, several studies have suggested that alternative solutions may be…

软件工程 · 计算机科学 2024-03-15 Matteo Esposito , Valentina Falaschi , Davide Falessi

Detecting and fixing bugs are two of the most important yet frustrating parts of the software development cycle. Existing bug detection tools are based mainly on static analyzers, which rely on mathematical logic and symbolic reasoning…

计算与语言 · 计算机科学 2021-10-04 Dawn Drain , Chen Wu , Alexey Svyatkovskiy , Neel Sundaresan

In this work, we investigate the practice of patch construction in the Linux kernel development, focusing on the differences between three patching processes: (1) patches crafted entirely manually to fix bugs, (2) those that are derived…

软件工程 · 计算机科学 2018-12-20 Anil Koyuncu , Tegawendé F. Bissyandé , Dongsun Kim , Jacques Klein , Martin Monperrus , Yves Le Traon

Despite its long-standing popularity and fundamental role in an operating system, the Unix shell has rarely been a subject of academic research. In particular, regardless of the significant progress in compiler testing, there has been…

软件工程 · 计算机科学 2024-08-02 Riccardo Felici , Laura Pozzi , Carlo A. Furia

Automated issue solving aims to resolve real-world issues in software repositories. The most popular benchmarks for automated issue solving are SWE-bench and its human-filtered subset SWE-bench Verified. These benchmarks leverage testing to…

软件工程 · 计算机科学 2025-09-10 You Wang , Michael Pradel , Zhongxin Liu

In this work, we present MoCQ, a neuro-symbolic static analysis framework that leverages large language models (LLMs) to automatically generate vulnerability detection patterns. This approach combines the precision and scalability of…

密码学与安全 · 计算机科学 2026-04-15 Penghui Li , Songchen Yao , Josef Sarfati Korich , Changhua Luo , Jianjia Yu , Yinzhi Cao , Junfeng Yang

Current state-of-the-art text generators build on powerful language models such as GPT-2, achieving impressive performance. However, to avoid degenerate text, they require sampling from a modified softmax, via temperature parameters or…

计算与语言 · 计算机科学 2020-10-06 Pedro Henrique Martins , Zita Marinho , André F. T. Martins

Safety alignment of large language models (LLMs) has been gaining increasing attention. However, current safety-aligned LLMs suffer from the fragile and imbalanced safety mechanisms, which can still be induced to generate unsafe responses,…

计算与语言 · 计算机科学 2024-12-18 Weixiang Zhao , Yulin Hu , Zhuojun Li , Yang Deng , Jiahe Guo , Xingyu Sui , Yanyan Zhao , Bing Qin , Tat-Seng Chua , Ting Liu

Security is a requirement of utmost importance to produce high-quality software. However, there is still a considerable amount of vulnerabilities being discovered and fixed almost weekly. We hypothesize that developers affect the…

软件工程 · 计算机科学 2021-09-14 Sofia Reis , Rui Abreu , Luis Cruz

Web applications are the target of many well known exploits and also a fertile ground for the discovery of security vulnerabilities. Yet, the success of an exploit depends both on the vulnerability in the application source code and the…

密码学与安全 · 计算机科学 2018-08-30 Stanislav Dashevskyi , Daniel Ricardo dos Santos , Fabio Massacci , Antonino Sabetta

Millions of open-source projects with numerous bug fixes are available in code repositories. This proliferation of software development histories can be leveraged to learn how to fix common programming bugs. To explore such a potential, we…

软件工程 · 计算机科学 2019-05-22 Michele Tufano , Cody Watson , Gabriele Bavota , Massimiliano Di Penta , Martin White , Denys Poshyvanyk

Microarchitectural security verification of software has seen the emergence of two broad classes of approaches. The first is based on semantic security properties (e.g., non-interference) which are verified for a given program and a…

密码学与安全 · 计算机科学 2024-06-11 Adwait Godbole , Yatin A. Manerkar , Sanjit A. Seshia

Voice cloning technologies have found applications in a variety of areas ranging from personalized speech interfaces to advertisement, robotics, and so on. Existing voice cloning systems are capable of learning speaker characteristics and…

音频与语音处理 · 电气工程与系统科学 2019-02-20 Hafiz Malik

Trusted execution environments like Intel SGX provide \emph{enclaves}, which offer strong security guarantees for applications. Running entire applications inside enclaves is possible, but this approach leads to a large trusted computing…

密码学与安全 · 计算机科学 2023-12-21 Peterson Yuhala , Pascal Felber , Hugo Guiroux , Jean-Pierre Lozi , Alain Tchana , Valerio Schiavoni , Gaël Thomas

The absolute majority of software today is developed collaboratively using collaborative version control tools such as Git. It is a common practice that once a vulnerability is detected and fixed, the developers behind the software issue a…

密码学与安全 · 计算机科学 2023-02-07 Nitzan Farhi , Noam Koenigstein , Yuval Shavitt

Widely applied large language models (LLMs) can generate human-like content, raising concerns about the abuse of LLMs. Therefore, it is important to build strong AI-generated text (AIGT) detectors. Current works only consider document-level…

计算与语言 · 计算机科学 2023-12-18 Pengyu Wang , Linyang Li , Ke Ren , Botian Jiang , Dong Zhang , Xipeng Qiu

Smart contracts are important for digital finance, yet they are hard to patch once deployed. Prior work has mainly explored LLMs for smart contract vulnerability detection, leaving end-to-end automated exploit generation (AEG) much less…

密码学与安全 · 计算机科学 2026-04-22 ZeKe Xiao , Qin Wang , Yuekang Li , Shiping Chen

Assertions are widely used for functional validation as well as coverage analysis for both software and hardware designs. Assertions enable runtime error detection as well as faster localization of errors. While there is a vast literature…

系统与控制 · 电气工程与系统科学 2020-01-22 Yangdi Lyu , Prabhat Mishra
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