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Static bug finders have been widely-adopted by developers to find bugs in real world software projects. They leverage predefined heuristic static analysis rules to scan source code or binary code of a software project, and report violations…

Software Engineering · Computer Science 2021-12-24 Junjie Wang , Yuchao Huang , Song Wang , Qing Wang

Several studies showed that misuses of cryptographic APIs are common in real-world code (e.g., Apache projects and Android apps). There exist several open-sourced and commercial security tools that automatically screen Java programs to…

Cryptography and Security · Computer Science 2021-12-09 Sharmin Afrose , Ya Xiao , Sazzadur Rahaman , Barton P. Miller , Danfeng , Yao

We present HaPy-Bug, a curated dataset of 793 Python source code commits associated with bug fixes, with each line of code annotated by three domain experts. The annotations offer insights into the purpose of modified files, changes at the…

Bug datasets consisting of real-world bugs are important artifacts for researchers and programmers, which lay empirical and experimental foundation for various SE/PL research such as fault localization, software testing, and program repair.…

Software Engineering · Computer Science 2022-07-05 Xuezhi Song , Yun Lin , Siang Hwee Ng , Yijian Wu , Xin Peng , Jin Song Dong , Hong Mei

Performance regressions in software systems can lead to significant financial losses and degraded user satisfaction, making their early detection and mitigation critical. Despite the importance of practices that capture performance…

Redundancy-based automated program repair (APR), which generates patches by referencing existing source code, has gained much attention since they are effective in repairing real-world bugs with good interpretability. However, since…

Software Engineering · Computer Science 2025-08-27 Jiajun Jiang , Fengjie Li , Zijie Zhao , Zhirui Ye , Mengjiao Liu , Bo Wang , Hongyu Zhang , Junjie Chen

Fixing software faults contributes significantly to the cost of software maintenance and evolution. Techniques for reducing these costs require datasets of software faults, as well as an understanding of the faults, for optimal testing and…

Software Engineering · Computer Science 2025-08-13 Dylan Callaghan , Alexandra van der Spuy , Bernd Fischer

Recently, we can notice a transition to data-driven techniques in Automated Program Repair (APR), in particular towards deep neural networks. This entails training on hundreds of thousands or even millions of non-executable code fragments.…

Software Engineering · Computer Science 2023-04-04 Julian Aron Prenner , Romain Robbes

Automated Program Repair (APR) holds the promise of alleviating the burden of debugging and fixing software bugs. Despite this, developers still need to manually inspect each patch to confirm its correctness, which is tedious and…

Software Engineering · Computer Science 2025-03-04 Ruixin Wang , Zhongkai Zhao , Le Fang , Nan Jiang , Yiling Lou , Lin Tan , Tianyi Zhang

Bug fixing is a critical activity in the software development process. In issue tracking systems such as JIRA, each bug report is assigned a priority level to indicate the urgency and importance level of the bug. The priority may change…

Software Engineering · Computer Science 2025-12-11 Guangzong Cai , Zengyang Li , Peng Liang , Ran Mo , Hui Liu , Yutao Ma

Modern programming languages like Java require runtime systems to support the implementation and deployment of software applications in diverse computing platforms and operating systems. These runtime systems are normally developed in…

Software Engineering · Computer Science 2023-10-25 Salma Begum Tamanna , Gias Uddin , Lan Xia , Longyu Zhang

Organisations use issue tracking systems (ITSs) to track and document their projects' work in units called issues. This style of documentation encourages evolutionary refinement, as each issue can be independently improved, commented on,…

Software Engineering · Computer Science 2022-03-28 Lloyd Montgomery , Clara Lüders , Walid Maalej

Software developers attempt to reproduce software bugs to understand their erroneous behaviours and to fix them. Unfortunately, they often fail to reproduce (or fix) them, which leads to faulty, unreliable software systems. However, to…

Software Engineering · Computer Science 2021-08-12 Mohammad Masudur Rahman , Foutse Khomh , Marco Castelluccio

When building enterprise applications (EAs) on Java frameworks (e.g., Spring), developers often configure application components via metadata (i.e., Java annotations and XML files). It is challenging for developers to correctly use…

Software Engineering · Computer Science 2025-08-29 Md Mahir Asef Kabir , Xiaoyin Wang , Na Meng

Real-time embedded devices like medical or industrial devices are increasingly targeted by cyber-attacks. Prompt patching is crucial to mitigate the serious consequences of such attacks on these devices. Hotpatching is an approach to apply…

Cryptography and Security · Computer Science 2024-08-29 Mohsen Salehi , Karthik Pattabiraman

Automated program repair (APR) techniques have achieved conspicuous progress, and are now capable of producing genuinely correct fixes in scenarios that were well beyond their capabilities only a few years ago. Nevertheless, even when an…

Software Engineering · Computer Science 2026-04-28 Shifat Sahariar Bhuiyan , Abhishek Tiwari , Yu Pei , Carlo A. Furia

Anthropic's April 2026 Mythos materials combine benchmark claims with concrete bug-finding stories across OpenBSD, FreeBSD, Linux, FFmpeg, and browsers. This paper reports a controlled target-file rediscovery experiment on six public or…

Software Engineering · Computer Science 2026-05-19 Isaac David , Arthur Gervais

Benchmarks are among the main drivers of progress in software engineering research. However, many current benchmarks are limited by inadequate system oracles and sparse unit tests. Our Tests4Py benchmark, derived from the BugsInPy…

Software Engineering · Computer Science 2024-05-15 Marius Smytzek , Martin Eberlein , Batuhan Serce , Lars Grunske , Andreas Zeller

Training machine learning approaches for vulnerability identification and producing reliable tools to assist developers in implementing quality software -- free of vulnerabilities -- is challenging due to the lack of large datasets and real…

Cryptography and Security · Computer Science 2021-10-20 Sofia Reis , Rui Abreu

Technical Debt analysis is increasing in popularity as nowadays researchers and industry are adopting various tools for static code analysis to evaluate the quality of their code. Despite this, empirical studies on software projects are…

Software Engineering · Computer Science 2019-08-05 Valentina Lenarduzzi , Nyyti Saarimäki , Davide Taibi