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This paper is about understanding the nature of bug fixing by analyzing thousands of bug fix transactions of software repositories. It then places this learned knowledge in the context of automated program repair. We give extensive…

Software Engineering · Computer Science 2018-07-06 Matias Martinez , Martin Monperrus

Command-line tools are confusing and hard to use for novice programmers due to their cryptic error messages and lack of documentation. Novice users often resort to online help-forums for finding corrections to their buggy commands, but have…

Programming Languages · Computer Science 2016-08-31 Loris D'Antoni , Rishabh Singh , Michael Vaughn

Hot fixes are urgent, unplanned changes deployed to production systems to address time-critical issues. Despite their importance, no existing evaluation benchmark focuses specifically on hot fixes. We present HotBugs$.$jar, the first…

Software Engineering · Computer Science 2025-10-10 Carol Hanna , Federica Sarro , Mark Harman , Justyna Petke

We propose a path-based approach to program repair for imperative programs. Our repair framework takes as input a faulty program, a logic specification that is refuted, and a hint where the fault may be located. An iterative abstraction…

Programming Languages · Computer Science 2015-03-18 Heinz Riener , Rüdiger Ehlers , Görschwin Fey

Automated Program Repair (APR) aims to automatically generate correct patches for buggy programs. Recent approaches leveraging large language models (LLMs) have shown promise but face limitations. Most rely solely on static analysis,…

Software Engineering · Computer Science 2026-04-21 Zhili Huang , Ling Xu , Chao Liu , Weifeng Sun , Xu Zhang , Yan Lei , Meng Yan , Hongyu Zhang

Large language models (LLMs), such as OpenAI's Codex, have demonstrated their potential to generate code from natural language descriptions across a wide range of programming tasks. Several benchmarks have recently emerged to evaluate the…

Software Engineering · Computer Science 2023-04-11 Sarah Fakhoury , Saikat Chakraborty , Madan Musuvathi , Shuvendu K. Lahiri

Automated fault localization requires connecting an observed test failure to the responsible method across thousands of candidates--a task that purely statistical approaches handle with limited precision and that LLMs cannot yet handle at…

Software Engineering · Computer Science 2026-05-14 Mahdi Farzandway , Fatemeh Ghassemi

Despite being an old language feature, Java exception handling code is one of the least understood parts of many systems. Several studies have analyzed the characteristics of exception handling code, trying to identify common practices or…

Software Engineering · Computer Science 2019-01-28 Hugo Melo , Roberta Coelho , Christoph Treude

A resource leak occurs when a program fails to free some finite resource after it is no longer needed. Such leaks are a significant cause of real-world crashes and performance problems. Recent work proposed an approach to prevent resource…

Software Engineering · Computer Science 2023-09-25 Narges Shadab , Pritam Gharat , Shrey Tiwari , Michael D. Ernst , Martin Kellogg , Shuvendu Lahiri , Akash Lal , Manu Sridharan

The development of correct and efficient software can be hindered by compilation errors, which must be fixed to ensure the code's syntactic correctness and program language constraints. Neural network-based approaches have been used to…

Software Engineering · Computer Science 2023-09-14 Wenjie Zhang , Guancheng Wang , Junjie Chen , Yingfei Xiong , Yong Liu , Lu Zhang

Regression testing ensures that a software system when it evolves still performs correctly and that the changes introduce no unintended side-effects. However, the creation of regression test cases that show divergent behavior needs a lot of…

Software Engineering · Computer Science 2018-02-07 Yannic Noller , Hoang Lam Nguyen , Minxing Tang , Timo Kehrer

The next generation of AI systems requires strong safety guarantees. This report looks at the software implementation of neural networks and related memory safety properties, including NULL pointer deference, out-of-bound access,…

Software Engineering · Computer Science 2024-05-16 Yiannis Charalambous , Edoardo Manino , Lucas C. Cordeiro

JDBC remains a key technology for database access in Java applications. Since the database dictionary and the Java type system have distinct scopes, developers inevitably need to deal with bugs in SQL-to-Java type mappings. We propose an…

Databases · Computer Science 2026-05-05 Thomas James Kirz , Werner Dietl , Mattias Ulbrich , Stefanie Scherzinger

Runtime Exceptions (REs) are an important class of bugs that occur frequently during code development. Traditional Automatic Program Repair (APR) tools are of limited use in this "in-development" use case, since they require a test-suite to…

Software Engineering · Computer Science 2022-02-11 Sonal Mahajan , Mukul R. Prasad

Automated feedback generation for introductory programming assignments is useful for programming education. Most works try to generate feedback to correct a student program by comparing its behavior with an instructor's reference program on…

Software Engineering · Computer Science 2021-07-01 Umair Z. Ahmed , Zhiyu Fan , Jooyong Yi , Omar I. Al-Bataineh , Abhik Roychoudhury

In this paper, we first collect and track a large number of fixed and unfixed violations across revisions of software. The empirical analyses reveal that there are discrepancies in the distributions of violations that are detected and those…

Software Engineering · Computer Science 2018-10-10 Kui Liu , Dongsun Kim , Tegawendé F. Bissyandé , Shin Yoo , Yves Le Traon

Recent empirical studies show that the performance of GenProg is not satisfactory, particularly for Java. In this paper, we propose ARJA, a new GP based repair approach for automated repair of Java programs. To be specific, we present a…

Software Engineering · Computer Science 2017-12-22 Yuan Yuan , Wolfgang Banzhaf

This paper presents the source code analysis of a file reader server socket program (connection-oriented sockets) developed in Java, to illustrate the identification, impact analysis and solutions to remove five important software security…

Cryptography and Security · Computer Science 2014-12-02 Natarajan Meghanathan

Among the many different kinds of program repair techniques, one widely studied family of techniques is called test suite based repair. Test-suites are in essence input-output specifications and are therefore typically inadequate for…

Software Engineering · Computer Science 2017-03-02 Zhongxing Yu , Matias Martinez , Benjamin Danglot , Thomas Durieux , Martin Monperrus

Software development life cycle is profoundly influenced by bugs: their introduction, identification, and eventual resolution account for a significant portion of software cost. This has motivated software engineering researchers and…

Software Engineering · Computer Science 2023-03-14 Matthew Jin , Syed Shahriar , Michele Tufano , Xin Shi , Shuai Lu , Neel Sundaresan , Alexey Svyatkovskiy
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