English
Related papers

Related papers: Using Machine Intelligence to Prioritise Code Revi…

200 papers

Code review is an integral part of any mature software development process, and identifying the best reviewer for a code change is a well-accepted problem within the software engineering community. Selecting a reviewer who lacks expertise…

Code Review (CR) is the cornerstone for software quality assurance and a crucial practice for software development. As CR research matures, it can be difficult to keep track of the best practices and state-of-the-art in methodology,…

Software Engineering · Computer Science 2021-04-14 Dong Wang , Yuki Ueda , Raula Gaikovina Kula , Takashi Ishio , Kenichi Matsumoto

Modern code review is a critical quality assurance process that is widely adopted in both industry and open source software environments. This process can help newcomers learn from the feedback of experienced reviewers; however, it often…

Software Engineering · Computer Science 2024-02-07 Hong Yi Lin , Patanamon Thongtanunam , Christoph Treude , Wachiraphan Charoenwet

Code review is a well-established and valued practice in the software engineering community contributing to both code quality and interpersonal benefits. However, there are challenges in both tools and processes that give rise to…

Software Engineering · Computer Science 2025-07-15 Lo Gullstrand Heander , Emma Söderberg , Christofer Rydenfält

Code review is an essential part to software development lifecycle since it aims at guaranteeing the quality of codes. Modern code review activities necessitate developers viewing, understanding and even running the programs to assess…

Software Engineering · Computer Science 2022-10-12 Zhiyu Li , Shuai Lu , Daya Guo , Nan Duan , Shailesh Jannu , Grant Jenks , Deep Majumder , Jared Green , Alexey Svyatkovskiy , Shengyu Fu , Neel Sundaresan

Modern code review is a widely used technique employed in both industrial and open-source projects to improve software quality, share knowledge, and ensure adherence to coding standards and guidelines. During code review, developers may…

Software Engineering · Computer Science 2022-03-29 Eman Abdullah AlOmar , Moataz Chouchen , Mohamed Wiem Mkaouer , Ali Ouni

During code reviews, an essential step in software quality assurance, reviewers have the difficult task of understanding and evaluating code changes to validate their quality and prevent introducing faults to the codebase. This is a tedious…

Software Engineering · Computer Science 2024-05-14 Doriane Olewicki , Sarra Habchi , Bram Adams

Change-based code review is used widely in industrial software development. Thus, research on tools that help the reviewer to achieve better review performance can have a high impact. We analyze one possibility to provide cognitive support…

Software Engineering · Computer Science 2018-12-27 Tobias Baum , Steffen Herbold , Kurt Schneider

Manual code reviews are an essential but time-consuming part of software development, often leading reviewers to prioritize technical issues while skipping valuable assessments. This paper presents an algorithmic model that automates…

Software Engineering · Computer Science 2024-09-24 Yegor Denisov-Blanch , Igor Ciobanu , Simon Obstbaum , Michal Kosinski

Regression testing is an important part of quality control in both software and embedded products, where hardware is involved. It is also one of the most expensive and time consuming part of the product cycle. To improve the cost…

Software Engineering · Computer Science 2019-10-24 Tri Quach , Tommi Oinonen , Antti Karjalainen

Code review is a critical practice in modern software engineering, helping developers detect defects early, improve code quality, and facilitate knowledge sharing. With the rapid advancement of large language models (LLMs), a growing body…

Software Engineering · Computer Science 2026-02-17 Taufiqul Islam Khan , Shaowei Wang , Haoxiang Zhang , Tse-Hsun Chen

Regression test case prioritization (RTCP) aims to improve the rate of fault detection by executing more important test cases as early as possible. Various RTCP techniques have been proposed based on different coverage criteria. Among them,…

Software Engineering · Computer Science 2020-07-02 Rubing Huang , Quanjun Zhang , Dave Towey , Weifeng Sun , Jinfu Chen

In the current mobile app development, novel and emerging DevOps practices (e.g., Continuous Delivery, Integration, and user feedback analysis) and tools are becoming more widespread. For instance, the integration of user feedback (provided…

Software Engineering · Computer Science 2021-08-03 Yu Zhou , Yanqi Su , Taolue Chen , Zhiqiu Huang , Harald Gall , Sebastiano Panichella

The fairness of machine learning (ML) approaches is critical to the reliability of modern artificial intelligence systems. Despite extensive study on this topic, the fairness of ML models in the software engineering (SE) domain has not been…

Software Engineering · Computer Science 2023-07-24 Mohammad Mahdi Mohajer , Alvine Boaye Belle , Nima Shiri harzevili , Junjie Wang , Hadi Hemmati , Song Wang , Zhen Ming , Jiang

Code review remains a critical yet resource-intensive process in software development, particularly challenging in large-scale industrial environments. While Large Language Models (LLMs) show promise for automating code review, existing…

Software Engineering · Computer Science 2025-01-28 Tao Sun , Jian Xu , Yuanpeng Li , Zhao Yan , Ge Zhang , Lintao Xie , Lu Geng , Zheng Wang , Yueyan Chen , Qin Lin , Wenbo Duan , Kaixin Sui

The task of automated code review has recently gained a lot of attention from the machine learning community. However, current review comment evaluation metrics rely on comparisons with a human-written reference for a given code change…

Software Engineering · Computer Science 2025-03-18 Atharva Naik , Marcus Alenius , Daniel Fried , Carolyn Rose

The use of relevant metrics of software systems could improve various software engineering tasks, but identifying relationships among metrics is not simple and can be very time consuming. Recommender systems can help with this…

Software Engineering · Computer Science 2018-01-23 Maral Azizi , Hyunsook Do

Reviewing source code is a common practice in a modern and collaborative coding environment. In the past few years, the research on modern code reviews has gained interest among practitioners and researchers. The objective of our…

Software Engineering · Computer Science 2023-10-04 Deepika Badampudi , Ricardo Britto , Michael Unterkalmsteiner

Test case prioritisation (TCP) is a critical task in regression testing to ensure quality as software evolves. Machine learning has become a common way to achieve it. In particular, learning-to-rank (LTR) algorithms provide an effective…

Software Engineering · Computer Science 2024-05-24 Aurora Ramírez , Mario Berrios , José Raúl Romero , Robert Feldt

The number of applications in Google Play has increased dramatically in recent years. On Google Play, users can write detailed reviews and rate apps, with these ratings significantly influencing app success and download numbers. Reviews…

Software Engineering · Computer Science 2025-04-15 Mohsen Jafari , Forough Majidi , Abbas Heydarnoori