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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

Fault localization, aiming at localizing the root cause of the bug under repair, has been a longstanding research topic. Although many approaches have been proposed in the last decades, most of the existing studies work at coarse-grained…

Software Engineering · Computer Science 2022-11-22 Jiajun Jiang , Yumeng Wang , Junjie Chen , Delin Lv , Mengjiao Liu

Bug triage is an important step in the process of bug fixing. The goal of bug triage is to assign a new-coming bug to the correct potential developer. The existing bug triage approaches are based on machine learning algorithms, which build…

Software Engineering · Computer Science 2017-03-14 Weiqin Zou , Yan Hu , Jifeng Xuan , He Jiang

Bugs are essential in software engineering; many research studies in the past decades have been proposed to detect, localize, and repair bugs in software systems. Effectiveness evaluation of such techniques requires complex bugs, i.e.,…

Software Engineering · Computer Science 2025-09-10 Ali Reza Ibrahimzada , Yang Chen , Ryan Rong , Reyhaneh Jabbarvand

Open-source software vulnerability patch detection is a critical component for maintaining software security and ensuring software supply chain integrity. Traditional manual detection methods face significant scalability challenges when…

Software Engineering · Computer Science 2025-09-30 Haoran Xu , Chen Zhi , Junxiao Han , Xinkui Zhao , Jianwei Yin , Shuiguang Deng

High-dimensional streaming data are becoming increasingly ubiquitous in many fields. They often lie in multiple low-dimensional subspaces, and the manifold structures may change abruptly on the time scale due to pattern shift or occurrence…

Machine Learning · Statistics 2022-04-13 Ruiyu Xu , Jianguo Wu , Xiaowei Yue , Yongxiang Li

Context: Software performance is a critical non-functional requirement, appearing in many fields such as mission critical applications, financial, and real time systems. In this work we focused on early detection of performance bugs; our…

Software Engineering · Computer Science 2017-02-28 Sokratis Tsakiltsidis , Andriy Miranskyy , Elie Mazzawi

Software bugs are prevalent in modern software systems and notoriously hard to debug manually. Therefore, a large body of research efforts have been dedicated to automated software debugging, including both automated fault localization and…

Software Engineering · Computer Science 2019-10-04 Yiling Lou , Ali Ghanbari , Xia Li , Lingming Zhang , Dan Hao , Lu Zhang

Debugging represents a time-consuming and labor-intensive task in hardware design, with bug localization constituting a substantial portion of this process. While spectrum-based bug localization techniques have achieved remarkable success…

Hardware Architecture · Computer Science 2026-04-20 Jiaping Tang , Jianan Mu , Tianyun Ma , Zhiteng Chao , Jing Ye , Huawei Li

Log analysis and monitoring are essential aspects in software maintenance and identifying defects. In particular, the temporal nature and vast size of log data leads to an interesting and important research question: How can logs be…

Software Engineering · Computer Science 2024-03-14 Rares Dolga , Ran Zmigrod , Rui Silva , Salwa Alamir , Sameena Shah

Bug reports are common artefacts in software development. They serve as the main channel for users to communicate to developers information about the issues that they encounter when using released versions of software programs. In the…

Software Engineering · Computer Science 2021-12-21 Arthur D. Sawadogo , Quentin Guimard , Tegawendé F. Bissyandé , Abdoul Kader Kaboré , Jacques Klein , Naouel Moha

Duplicate bug reports make up 42% of all reports in bug tracking systems (e.g., Bugzilla), causing significant maintenance overhead. Hence, detecting and resolving duplicate bug reports is essential for effective issue management.…

Software Engineering · Computer Science 2025-03-25 Usmi Mukherjee , Mohammad Masudur Rahman

Fixing bugs in a timely manner lowers various potential costs in software maintenance. However, manual bug fixing scheduling can be time-consuming, cumbersome, and error-prone. In this paper, we propose the Schedule and Dependency-aware Bug…

Software Engineering · Computer Science 2022-08-01 Hadi Jahanshahi , Mucahit Cevik

Background: Machine Learning (ML) systems rely on data to make predictions, the systems have many added components compared to traditional software systems such as the data processing pipeline, serving pipeline, and model training. Existing…

Software Engineering · Computer Science 2022-09-22 Tuan Dung Lai , Anj Simmons , Scott Barnett , Jean-Guy Schneider , Rajesh Vasa

Conformance checking techniques aim to collate observed process behavior with normative/modeled process models. The majority of existing approaches focuses on completed process executions, i.e., offline conformance checking. Recently, novel…

Logic in Computer Science · Computer Science 2022-11-23 Daniel Schuster , Gero J. Kolhof

In recent years, defect prediction has received a great deal of attention in the empirical software engineering world. Predicting software defects before the maintenance phase is very important not only to decrease the maintenance costs but…

Software Engineering · Computer Science 2018-08-31 Ahmet Okutan

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

In the past couple of decades, significant research efforts have been devoted to the prediction of software bugs (i.e., defects). In general, these works leverage a diverse set of metrics, tools, and techniques to predict which classes,…

Software Engineering · Computer Science 2024-08-06 Ehsan Mashhadi , Shaiful Chowdhury , Somayeh Modaberi , Hadi Hemmati , Gias Uddin

Bug localization, which is used to help programmers identify the location of bugs in source code, is an essential task in software development. Researchers have already made efforts to harness the powerful deep learning (DL) techniques to…

Software Engineering · Computer Science 2023-06-09 Zhuo Li , Huangzhao Zhang , Zhi Jin , Ge Li

In this paper, we propose a mathematical framework for automated bug localization. This framework can be briefly summarized as follows. A program execution can be represented as a rooted acyclic directed graph. We define an execution…

Software Engineering · Computer Science 2007-05-23 Tsuyoshi Ohta , Tadanori Mizuno