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Many modern software systems are enabled by deep learning libraries such as TensorFlow and PyTorch. As deep learning is now prevalent, the security of deep learning libraries is a key concern. Fuzzing deep learning libraries presents two…

In our times, when the world is increasingly becoming more dependent on software programs, writing bug-free, correct programs is crucial. Program verification based on formal methods can guarantee this by detecting run-time errors in…

编程语言 · 计算机科学 2024-03-21 Rajendra Kumar Solanki

Static analysis is an essential component of many modern software development tools. Unfortunately, the ever-increasing complexity of static analyzers makes their coding error-prone. Even analysis tools based on rigorous mathematical…

Static Application Security Testing (SAST) tools are critical to software quality, identifying potential code issues early in development. However, they often produce false positive warnings that require manual review, slowing down…

软件工程 · 计算机科学 2025-06-03 Jinbao Chen , Hongjing Xiang , Zuohong Zhao , Luhao Li , Yu Zhang , Boyao Ding , Qingwei Li , Songyuan Xiong

The SZZ algorithm is the dominant technique for identifying bug-inducing commits and serves as a foundation for many software engineering studies, such as bug prediction and static code analysis. Researchers have proposed many variants to…

软件工程 · 计算机科学 2025-04-03 Lingxiao Tang , Jiakun Liu , Zhongxin Liu , Xiaohu Yang , Lingfeng Bao

Popular IDEs frequently contain bugs in their refactoring implementations. Ensuring that a transformation preserves a program's behavior is a complex task. Traditional detection methods rely on predefined preconditions for each refactoring…

软件工程 · 计算机科学 2025-03-31 Rohit Gheyi , Marcio Ribeiro , Jonhnanthan Oliveira

The application of Artificial Intelligence has become a powerful approach to detecting software vulnerabilities. However, effective vulnerability detection relies on accurately capturing the semantic structure of code and its contextual…

软件工程 · 计算机科学 2025-05-12 José Gonçalves , Miguel Silva , Eva Maia , Isabel Praça

Large Language Models (LLMs) have transformed code completion tasks, providing context-based suggestions to boost developer productivity in software engineering. As users often fine-tune these models for specific applications, poisoning and…

密码学与安全 · 计算机科学 2024-06-12 Shenao Yan , Shen Wang , Yue Duan , Hanbin Hong , Kiho Lee , Doowon Kim , Yuan Hong

In community-based software development, developers frequently rely on live-chatting to discuss emergent bugs/errors they encounter in daily development tasks. However, it remains a challenging task to accurately record such knowledge due…

软件工程 · 计算机科学 2022-04-21 Lin Shi , Fangwen Mu , Yumin Zhang , Ye Yang , Junjie Chen , Xiao Chen , Hanzhi Jiang , Ziyou Jiang , Qing Wang

Software vulnerability detection is generally supported by automated static analysis tools, which have recently been reinforced by deep learning (DL) models. However, despite the superior performance of DL-based approaches over rule-based…

软件工程 · 计算机科学 2024-05-03 Yanjing Yang , Xin Zhou , Runfeng Mao , Jinwei Xu , Lanxin Yang , Yu Zhangm , Haifeng Shen , He Zhang

Security critical software, e.g., OpenSSL, comes with numerous side-channel leakages left unpatched due to a lack of resources or experts. The situation will only worsen as the pace of code development accelerates, with developers relying…

密码学与安全 · 计算机科学 2023-08-28 M. Caner Tol , Berk Sunar

Fuzzing is a powerful technique for finding bugs in software libraries, but scaling it remains difficult. Automated harness generation commits to fixed API sequences at synthesis time, limiting the behaviors each harness can test.…

软件工程 · 计算机科学 2026-02-24 Harrison Green , Fraser Brown , Claire Le Goues

Large Language Models (LLMs) have shown impressive capabilities in downstream software engineering tasks such as Automated Program Repair (APR). In particular, there has been a lot of research on repository-level issue-resolution benchmarks…

软件工程 · 计算机科学 2025-06-23 Anvith Pabba , Alex Mathai , Anindya Chakraborty , Baishakhi Ray

The existing deep learning (DL)-based automated program repair (APR) models are limited in fixing general software defects. % We present {\tool}, a DL-based approach that supports fixing for the general bugs that require dependent changes…

软件工程 · 计算机科学 2022-05-05 Yi Li , Shaohua Wang , Tien N. Nguyen

Automated test generators, such as search based software testing (SBST) techniques, replace the tedious and expensive task of manually writing test cases. SBST techniques are effective at generating tests with high code coverage. However,…

软件工程 · 计算机科学 2022-06-15 Anjana Perera

In the task of code translation, neural network-based models have been shown to frequently produce semantically erroneous code that deviates from the original logic of the source code. This issue persists even with advanced large models.…

软件工程 · 计算机科学 2024-10-31 Lei Chen , Sai Zhang , Fangzhou Xu , Zhenchang Xing , Liang Wan , Xiaowang Zhang , Zhiyong Feng

Smart contracts are fundamental pillars of the blockchain, playing a crucial role in facilitating various business transactions. However, these smart contracts are vulnerable to exploitable bugs that can lead to substantial monetary losses.…

软件工程 · 计算机科学 2025-09-30 Xingshuang Lin , Qinge Xie , Binbin Zhao , Yuan Tian , Saman Zonouz , Na Ruan , Jiliang Li , Raheem Beyah , Shouling Ji

The rapid advancement of Large Language Models (LLMs) presents new opportunities for automated software vulnerability detection, a crucial task in securing modern codebases. This paper presents a comparative study on the effectiveness of…

软件工程 · 计算机科学 2026-01-05 Md Hasan Saju , Maher Muhtadi , Akramul Azim

Smart contracts are susceptible to being exploited by attackers, especially when facing real-world vulnerabilities. To mitigate this risk, developers often rely on third-party audit services to identify potential vulnerabilities before…

软件工程 · 计算机科学 2024-09-17 Che Wang , Jiashuo Zhang , Jianbo Gao , Libin Xia , Zhi Guan , Zhong Chen

Computer manufacturers offer platforms for users to describe device faults using textual reports such as "My screen is flickering". Identifying the faulty component from the report is essential for automating tests and improving user…