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The number of bug reports in complex software increases dramatically. Now bugs are triaged manually, bug triage or assignment is a labor-intensive and time-consuming task. Without knowledge about the structure of the software, testers often…

Software Engineering · Computer Science 2012-06-07 Deqing Wang , Hui Zhang , Rui Liu , Mengxiang Lin , Wenjun Wu , Hongping Hu

Large-scale decentralized systems of autonomous agents interacting via asynchronous communication often experience the following self-healing dilemma: fault detection inherits network uncertainties making a remote faulty process…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-25 Jovan Nikolic , Nursultan Jubatyrov , Evangelos Pournaras

Large language models are increasingly used for code generation and debugging, but their outputs can still contain bugs, that originate from training data. Distinguishing whether an LLM prefers correct code, or a familiar incorrect version…

Software Engineering · Computer Science 2026-01-16 Ali Al-Kaswan , Claudio Spiess , Prem Devanbu , Arie van Deursen , Maliheh Izadi

Once a failure is observed, the primary concern of the developer is to identify what caused it in order to repair the code that induced the incorrect behavior. Until a permanent repair is afforded, code repair patches are invaluable. The…

Software Engineering · Computer Science 2017-05-03 Rawad Abou Assi , Chadi Trad , Wes Masri

Software bugs significantly contribute to software cost and increase the risk of system malfunctioning. In recent years, many automated program-repair approaches have been proposed to automatically fix undesired program behavior. Despite of…

Software Engineering · Computer Science 2021-07-19 Dirk Beyer , Lars Grunske , Thomas Lemberger , Minxing Tang

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…

Cryptography and Security · Computer Science 2024-02-26 Berkay Berabi , Alexey Gronskiy , Veselin Raychev , Gishor Sivanrupan , Victor Chibotaru , Martin Vechev

Despite its massive popularity as a programming language, especially in novel domains like data science programs, there is comparatively little research about fault localization that targets Python. Even though it is plausible that several…

Software Engineering · Computer Science 2024-10-03 Mohammad Rezaalipour , Carlo A. Furia

Due to its potential to improve programmer productivity and software quality, automated program repair has been an active topic of research. Newer techniques harness neural networks to learn directly from examples of buggy programs and…

Machine Learning · Computer Science 2019-04-04 Marko Vasic , Aditya Kanade , Petros Maniatis , David Bieber , Rishabh Singh

As quantum programming evolves, more and more quantum programming languages are being developed. As a result, debugging and testing quantum programs have become increasingly important. While bug fixing in classical programs has come a long…

Quantum Physics · Physics 2022-01-24 Junjie Luo , Pengzhan Zhao , Zhongtao Miao , Shuhan Lan , Jianjun Zhao

Machine Learning approaches are good in solving problems that have less information. In most cases, the software domain problems characterize as a process of learning that depend on the various circumstances and changes accordingly. A…

Software Engineering · Computer Science 2015-06-26 Saiqa Aleem , Luiz Fernando Capretz , Faheem Ahmed

Intrinsic bugs are bugs for which a bug introducing change can be identified in the version control system of a software. In contrast, extrinsic bugs are caused by external changes to a software, such as errors in external APIs; thereby…

Software Engineering · Computer Science 2021-03-30 Gema Rodriguez-Perez , Meiyappan Nagappan , Gregorio Robles

Large Language Models (LLMs) have demonstrated strong natural language processing and code synthesis capabilities, which has led to their rapid adoption in software engineering applications. However, details about LLM training data are…

Software Engineering · Computer Science 2023-11-03 Jae Yong Lee , Sungmin Kang , Juyeon Yoon , Shin Yoo

Natural language elements in source code, e.g., the names of variables and functions, convey useful information. However, most existing bug detection tools ignore this information and therefore miss some classes of bugs. The few existing…

Software Engineering · Computer Science 2018-05-31 Michael Pradel , Koushik Sen

Refactoring is a common practice in software development, aimed at improving the internal code structure in order to make it easier to understand and modify. Consequently, it is often assumed that refactoring makes the code less prone to…

Software Engineering · Computer Science 2025-05-14 Isabella Ferreira , Lawrence Arkoh , Anderson Uchôa , Ana Carla Bibiano , Alessandro Garcia , Wesley K. G. Assunção

Static analysis is one of the most widely adopted techniques to find software bugs before code is put in production. Designing and implementing effective and efficient static analyses is difficult and requires high expertise, which results…

Software Engineering · Computer Science 2019-06-04 Andrew Habib , Michael Pradel

A recent line of work showed that various forms of convolutional kernel methods can be competitive with standard supervised deep convolutional networks on datasets like CIFAR-10, obtaining accuracies in the range of 87-90% while being more…

Computer Vision and Pattern Recognition · Computer Science 2021-01-20 Louis Thiry , Michael Arbel , Eugene Belilovsky , Edouard Oyallon

Patching is a common activity in software development. It is generally performed on a source code base to address bugs or add new functionalities. In this context, given the recurrence of bugs across projects, the associated similar patches…

Software Engineering · Computer Science 2023-05-05 Anil Koyuncu , Kui Liu , Tegawendé F. Bissyandé , Dongsun Kim , Jacques Klein , Martin Monperrus , Yves Le Traon

Is it possible to patch software bugs in P4 programs without human involvement? We show that this is partially possible in many cases due to advances in software testing and the structure of P4 programs. Our insight is that runtime…

Software Engineering · Computer Science 2020-04-28 Apoorv Shukla , Kevin Hudemann , Zsolt Vági , Lily Hügerich , Georgios Smaragdakis , Stefan Schmid , Artur Hecker , Anja Feldmann

LLM-based software engineering increasingly depends on executable, context-rich bug artifacts: paired correct and buggy code, methods under test (MUTs), documentation, and metadata. These artifacts support the training and evaluation of…

Software Engineering · Computer Science 2026-05-22 Tasfia Tasnim , Soneya Binta Hossain

Software defects are a major threat to the reliability of computer systems. The literature shows that more than 30% of bug reports submitted in large software projects are misclassified (i.e., are feature requests, or mistakes made by the…

Software Engineering · Computer Science 2025-03-04 Renato Andrade , César Teixeira , Nuno Laranjeiro , Marco Vieira