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相关论文: Automatic Repair of Real Bugs in Java: A Large-Sca…

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As software vulnerabilities increase in both volume and complexity, vendors often struggle to repair them promptly. Automated vulnerability repair has emerged as a promising solution to reduce the burden of manual debugging and fixing…

软件工程 · 计算机科学 2024-11-28 Bo Lin , Shangwen Wang , Liqian Chen , Xiaoguang Mao

It is widely recognized that program repair tools need to have a high precision to be useful, i.e., the generated patches need to have a high probability to be correct. However, it is fundamentally difficult to ensure the correctness of the…

软件工程 · 计算机科学 2020-04-28 Jingjing Liang , Ruyi Ji , Jiajun Jiang , Yiling Lou , Yingfei Xiong , Gang Huang

Context: Learning-based automatic program repair techniques are showing promise to provide quality fix suggestions for detected bugs in the source code of the software. These tools mostly exploit historical data of buggy and fixed code…

软件工程 · 计算机科学 2020-10-07 Faria Huq , Masum Hasan , Mahim Anzum Haque Pantho , Sazan Mahbub , Anindya Iqbal , Toufique Ahmed

In this paper, we present ApacheJIT, a large dataset for Just-In-Time defect prediction. ApacheJIT consists of clean and bug-inducing software changes in popular Apache projects. ApacheJIT has a total of 106,674 commits (28,239 bug-inducing…

软件工程 · 计算机科学 2022-05-03 Hossein Keshavarz , Meiyappan Nagappan

In this work, we study how the authorship of code affects bug-fixing commits using the SStuBs dataset, a collection of single-statement bug fix changes in popular Java Maven projects. More specifically, we study the differences in…

软件工程 · 计算机科学 2025-01-29 Wenhan Zhu , Michael W. Godfrey

Recent advancements in large language models (LLMs) have shown promise for automated vulnerability detection and repair in software systems. This paper investigates the performance of GPT-4o in repairing Java vulnerabilities from a widely…

软件工程 · 计算机科学 2025-06-16 Gábor Antal , Bence Bogenfürst , Rudolf Ferenc , Péter Hegedűs

Automated program repair (APR) has attracted widespread attention in recent years with substantial techniques being proposed. Meanwhile, a number of benchmarks have been established for evaluating the performances of APR techniques, among…

软件工程 · 计算机科学 2019-01-09 Shangwen Wang , Ming Wen , Xiaoguang Mao , Deheng Yang

The automated program repair field has attracted substantial interest over the years, but despite significant research efforts, creating a system that works well for complex semantic bugs such as security vulnerabilities has proven…

密码学与安全 · 计算机科学 2024-02-26 Berkay Berabi , Alexey Gronskiy , Veselin Raychev , Gishor Sivanrupan , Victor Chibotaru , Martin Vechev

Bug fixing holds significant importance in software development and maintenance. Recent research has made substantial strides in exploring the potential of large language models (LLMs) for automatically resolving software bugs. However, a…

软件工程 · 计算机科学 2025-02-18 Yuwei Zhang , Zhi Jin , Ying Xing , Ge Li , Fang Liu , Jiaxin Zhu , Wensheng Dou , Jun Wei

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…

软件工程 · 计算机科学 2021-12-24 Junjie Wang , Yuchao Huang , Song Wang , Qing Wang

Multi-hunk bugs, where fixes span disjoint regions of code, are common in practice, yet remain underrepresented in automated repair. Existing techniques and benchmarks pre-dominantly target single-hunk scenarios, overlooking the added…

软件工程 · 计算机科学 2025-11-19 Noor Nashid , Daniel Ding , Keheliya Gallaba , Ahmed E. Hassan , Ali Mesbah

This paper describes AutoFix, an automatic debugging technique that can fix faults in general-purpose software. To provide high-quality fix suggestions and to enable automation of the whole debugging process, AutoFix relies on the presence…

软件工程 · 计算机科学 2014-05-22 Yu Pei , Carlo A. Furia , Martin Nordio , Yi Wei , Bertrand Meyer , Andreas Zeller

Automatic program repair usually relies heavily on test cases for both bug identification and fix validation. The issue is that writing test cases is tedious, running them takes much time, and validating a fix through tests does not…

软件工程 · 计算机科学 2024-05-10 Li Huang , Bertrand Meyer , Ilgiz Mustafin , Manuel Oriol

This article presents a survey on automatic software repair. Automatic software repair consists of automatically finding a solution to software bugs without human intervention. This article considers all kinds of repairs. First, it…

软件工程 · 计算机科学 2022-04-26 Martin Monperrus

Large language models (LLMs) are effective for automated program repair, but plausible patches that pass the full test suite often rewrite more code than necessary, increasing review and maintenance costs. This over-editing is common…

软件工程 · 计算机科学 2026-04-07 Boyang Yang , Zijian Cai , Shunfu Jin , Haoye Tian

Repairing a large-scale buggy program using current automated program repair (APR) approaches can be a time-consuming operation that requires significant computational resources. We describe a program repair framework that effectively…

软件工程 · 计算机科学 2024-06-25 Omar I. Al-Bataineh

Rotten green tests are passing tests which have, at least, one assertion not executed. They give developers a false confidence. In this paper, we present, RTj, a framework that analyzes test cases from Java projects with the goal of…

软件工程 · 计算机科学 2019-12-17 Matias Martinez , Anne Etien , Stéphane Ducasse , Christopher Fuhrman

Test suites are inherently imperfect, and testers can always enrich a suite with new test cases that improve its quality and, consequently, the reliability of the target software system. However, finding test cases that explore execution…

软件工程 · 计算机科学 2026-01-27 Ketai Qiu , Luca Di Grazia , Leonardo Mariani , Mauro Pezzè

Properly benchmarking Automated Program Repair (APR) systems should contribute to the development and adoption of the research outputs by practitioners. To that end, the research community must ensure that it reaches significant milestones…

软件工程 · 计算机科学 2019-02-18 Kui Liu , Anil Koyuncu , Tegawendé F. Bissyandé , Dongsun Kim , Jacques Klein , Yves Le Traon

Many techniques for automated program repair involve syntactic program transformations. Applying combinations of such transformations on faulty code yields fix candidates whose correctness must be determined. Exploring these combinations…