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In software development, fixing bugs is an important task that is time consuming and cost-sensitive. While many approaches have been proposed to automatically detect and patch software code, the strategies are limited to a set of identified…

Software Engineering · Computer Science 2015-07-22 Tegawendé F. Bissyandé

GitHub Actions (GA) has become the de facto tool that developers use to automate software workflows, seamlessly building, testing, and deploying code. Yet when GA fails, it disrupts development, causing delays and driving up costs.…

Software Engineering · Computer Science 2025-01-29 Pablo Valenzuela-Toledo , Chuyue Wu , Sandro Hernandez , Alexander Boll , Roman Machacek , Sebastiano Panichella , Timo Kehrer

Issue resolution and bug-fixing processes are essential in the development of machine-learning libraries, similar to software development, to ensure well-optimized functions. Understanding the issue resolution and bug-fixing process of…

Software Engineering · Computer Science 2023-12-12 Adekunle Ajibode , Dong Yunwei , Yang Hongji

Context: Deep learning has achieved remarkable progress in various domains. However, like any software system, deep learning systems contain bugs, some of which can have severe impacts, as evidenced by crashes involving autonomous vehicles.…

Software Engineering · Computer Science 2024-10-23 Mehil B. Shah , Mohammad Masudur Rahman , Foutse Khomh

Implementing new features in repository-level codebases is a crucial application of code generation models. However, current benchmarks lack a dedicated evaluation framework for this capability. To fill this gap, we introduce FEA-Bench, a…

Software Engineering · Computer Science 2025-06-23 Wei Li , Xin Zhang , Zhongxin Guo , Shaoguang Mao , Wen Luo , Guangyue Peng , Yangyu Huang , Houfeng Wang , Scarlett Li

GitHub Actions (GA) is an orchestration platform that streamlines the automatic execution of software engineering tasks such as building, testing, and deployment. Although GA workflows are the primary means for automation, according to our…

Software Engineering · Computer Science 2024-09-05 Pablo Valenzuela-Toledo , Alexandre Bergel , Timo Kehrer , Oscar Nierstrasz

The joint task of bug localization and program repair is an integral part of the software development process. In this work we present DeepDebug, an approach to automated debugging using large, pretrained transformers. We begin by training…

Software Engineering · Computer Science 2021-05-21 Dawn Drain , Colin B. Clement , Guillermo Serrato , Neel Sundaresan

GitHub is a popular data repository for code examples. It is being continuously used to train several AI-based tools to automatically generate code. However, the effectiveness of such tools in correctly demonstrating the usage of…

Cryptography and Security · Computer Science 2022-11-28 Catherine Tony , Nicolás E. Díaz Ferreyra , Riccardo Scandariato

Retrieval-Augmented Generation (RAG) is increasingly employed in generative AI-driven scientific workflows to integrate rapidly evolving scientific knowledge bases, yet its reliability is frequently compromised by non-determinism in their…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-24 Baiqiang Wang , Dongfang Zhao , Nathan R Tallent , Luanzheng Guo

The Go programming language has become increasingly popular among malware developers due to its ability to produce statically linked, cross-platform executables that challenge traditional analysis techniques. These binaries embed a…

Cryptography and Security · Computer Science 2026-05-15 Hala Ali , Andrew Case , Irfan Ahmed

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

Modern version control systems such as Git or SVN include bug tracking mechanisms, through which developers can highlight the presence of bugs through bug reports, i.e., textual descriptions reporting the problem and what are the steps that…

Software Engineering · Computer Science 2019-07-26 Gemma Catolino , Fabio Palomba , Andy Zaidman , Filomena Ferrucci

Continuous Integration and Continuous Deployment (CI/CD) have become fundamental to modern software development, with GitHub Actions (GHA) emerging as a dominant automation platform. In this study, we analyze real-world execution records of…

Software Engineering · Computer Science 2026-04-21 Ali Khatami , Carolin Brandt , Andy Zaidman

Debugging CUDA programs has long been challenging because failures often arise from subtle interactions among hardware behavior, compiler decisions, memory hierarchy, and asynchronous execution. More importantly, with the rapid expansion of…

Machine Learning · Computer Science 2026-05-27 Shiyang Li , Haoyang Chen , Mattia Fazzini , Caiwen Ding

Many important hyperproperties, such as refinement and generalized non-interference, fall into the class of $\forall\exists$ hyperproperties and require, for each execution trace of a system, the existence of another trace relating to the…

Programming Languages · Computer Science 2025-01-15 Arthur Correnson , Tobias Niessen , Bernd Finkbeiner , Georg Weissenbacher

GitHub, the de facto platform for open-source software development, provides a set of social-media-like features to signal high-quality repositories. Among them, the star count is the most widely used popularity signal, but it is also at…

Cryptography and Security · Computer Science 2025-09-09 Hao He , Haoqin Yang , Philipp Burckhardt , Alexandros Kapravelos , Bogdan Vasilescu , Christian Kästner

The increasing heterogeneity of high-performance computing (HPC) systems and the transition to exascale architectures require systematic and reproducible performance evaluation across diverse workloads. While continuous integration (CI)…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-24 Jayesh Badwaik , Mathis Bode , Michal Rajski , Andreas Herten

In software maintenance, bug reproduction is essential for effective fault localization and repair. Manually writing reproduction scripts is a time-consuming task with high requirements for developers. Hence, automation of bug reproduction…

Software Engineering · Computer Science 2024-11-28 Xinchen Wang , Pengfei Gao , Xiangxin Meng , Chao Peng , Ruida Hu , Yun Lin , Cuiyun Gao

We consider repair tasks: given a critic (e.g., compiler) that assesses the quality of an input, the goal is to train a fixer that converts a bad example (e.g., code with syntax errors) into a good one (e.g., code with no syntax errors).…

Machine Learning · Computer Science 2021-06-23 Michihiro Yasunaga , Percy Liang

Reproducible Builds (R-B) guarantee that rebuilding a software package from source leads to bitwise identical artifacts. R-B is a promising approach to increase the integrity of the software supply chain, when installing open source…

Software Engineering · Computer Science 2026-01-30 Julien Malka , Stefano Zacchiroli , Théo Zimmermann
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