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Open source projects often maintain open bug repositories during development and maintenance, and the reporters often point out straightly or implicitly the reasons why bugs occur when they submit them. The comments about a bug are very…

Software Engineering · Computer Science 2011-03-21 Deqing Wang , Mengxiang Lin , Hui Zhang , Hongping Hu

In practice, developers search for related earlier bugs and their associated discussion threads when faced with a new bug to repair. Typically, these discussion threads consist of comments and even bug-fixing comments intended to capture…

Software Engineering · Computer Science 2021-05-26 Rrezarta Krasniqi

In pull-based development systems, code reviews and pull request comments play important roles in improving code quality. In such systems, reviewers attempt to carefully check a piece of code by different unit tests. Unfortunately,…

Software Engineering · Computer Science 2022-05-20 F. Khoshnoud , A. Rezaei Nasab , Z. Toudeji , A. Sami

One of the key tasks related to ensuring mobile app quality is the reporting, management, and resolution of bug reports. As such, researchers have committed considerable resources toward automating various tasks of the bug management…

Software Engineering · Computer Science 2023-01-04 Jack Johnson , Junayed Mahmud , Tyler Wendland , Kevin Moran , Julia Rubin , Mattia Fazzini

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

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

Improving software performance is an important yet challenging part of the software development cycle. Today, the majority of performance inefficiencies are identified and patched by performance experts. Recent advancements in deep learning…

Software Engineering · Computer Science 2022-06-29 Spandan Garg , Roshanak Zilouchian Moghaddam , Colin B. Clement , Neel Sundaresan , Chen Wu

AI systems can fail to learn important behaviors, leading to real-world issues like safety concerns and biases. Discovering these systematic failures often requires significant developer attention, from hypothesizing potential edge cases to…

Human-Computer Interaction · Computer Science 2021-10-28 Ángel Alexander Cabrera , Abraham J. Druck , Jason I. Hong , Adam Perer

When a software bug is reported, developers engage in a discussion to collaboratively resolve it. While the solution is likely formulated within the discussion, it is often buried in a large amount of text, making it difficult to comprehend…

Computation and Language · Computer Science 2022-03-31 Sheena Panthaplackel , Junyi Jessy Li , Milos Gligoric , Raymond J. Mooney

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

Patching severe security flaws in complex software remains a major challenge. While automated tools like fuzzers efficiently discover bugs, fixing deep-rooted low-level faults (e.g., use-after-free and memory corruption) still requires…

Software Engineering · Computer Science 2026-04-07 Maolin Sun , Yibiao Yang , Xuanlin Liu , Yuming Zhou , Baowen Xu

Several studies have evaluated automatic techniques for classifying software issue reports to assist practitioners in effectively assigning relevant resources based on the type of issue. Currently, no comprehensive overview of this area has…

Software Engineering · Computer Science 2026-05-08 Muhammad Laiq , Felix Dobslaw

Aim. There are 10s of thousands of code review comments each week at Meta. We developed Metamate for Code Review (MetaMateCR) that provides AI-assisted fixes for reviewer comments in production at scale. Method. We developed an internal…

The characterization of bug datasets is essential to support the evaluation of automatic program repair tools. In a previous work, we manually studied almost 400 human-written patches (bug fixes) from the Defects4J dataset and annotated…

Software Engineering · Computer Science 2018-07-31 Fernanda Madeiral , Thomas Durieux , Victor Sobreira , Marcelo Maia

Bug reporting is a key feature of mobile applications, as it enables developers to collect information about faults that escaped testing and thus affected end-users. This paper explores the idea of allowing end-users to immediately report…

Software Engineering · Computer Science 2025-09-03 Elena Masserini , Daniela Micucci , Leonardo Mariani

Developers use logging statements to track software runtime behaviors and system status. Yet, unclear or misleading logs can hide true execution patterns and hinder software maintenance. Current research on logging statement issues is…

Software Engineering · Computer Science 2025-04-23 Renyi Zhong , Yichen Li , Jinxi Kuang , Wenwei Gu , Yintong Huo , Michael R. Lyu

With the proliferation of multi-core hardware, parallel programs have become ubiquitous. These programs have their own type of bugs known as concurrency bugs and among them, data race bugs have been mostly in the focus of researchers over…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-07-17 Ali Tehrani , Mohammed Khaleel , Reza Akbari , Ali Jannesari

Over the past few years, deep learning methods have been applied for a wide range of Software Engineering (SE) tasks, including in particular for the important task of automatically predicting and localizing faults in software. With the…

Software Engineering · Computer Science 2024-02-09 Adil Mukhtar , Dietmar Jannach , Franz Wotawa

Deep learning libraries like Transformers and Megatron are now widely adopted in modern AI programs. However, when these libraries introduce defects, ranging from silent computation errors to subtle performance regressions, it is often…

Software Engineering · Computer Science 2026-01-15 Yi Gao , Xing Hu , Tongtong Xu , Jiali Zhao , Xiaohu Yang , Xin Xia

Deep Learning (DL) applications are being used to solve problems in critical domains (e.g., autonomous driving or medical diagnosis systems). Thus, developers need to debug their systems to ensure that the expected behavior is delivered.…

Software Engineering · Computer Science 2023-07-19 Mohammad Wardat , Breno Dantas Cruz , Wei Le , Hridesh Rajan