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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

Fuzzing has been studied and applied ever since the 1990s. Automated and continuous fuzzing has recently been applied also to open source software projects, including the Linux and BSD kernels. This paper concentrates on the practical…

Software Engineering · Computer Science 2020-02-26 Jukka Ruohonen , Kalle Rindell

Although some previous research has found ways to find inclusivity bugs (biases in software that introduce inequities), little attention has been paid to how to go about fixing such bugs. Without a process to move from finding to fixing,…

Software Engineering · Computer Science 2022-03-01 Mariam Guizani , Igor Steinmacher , Jillian Emard , Abrar Fallatah , Margaret Burnett , Anita Sarma

Measuring the function similarity to detect bugs is effective, but the statements unrelated to the bugs can impede the performance due to the noise interference. Suppressing the noise interference in existing works does not manage the tough…

Software Engineering · Computer Science 2026-01-06 Ke Ma , Jianjun Huang , Wei You , Bin Liang , Jingzheng Wu , Yanjun Wu , Yuanjun Gong

This study explores a novel approach to predicting key bug-related outcomes, including the time to resolution, time to fix, and ultimate status of a bug, using data from the Bugzilla Eclipse Project. Specifically, we leverage features…

Software Engineering · Computer Science 2025-04-23 Sophie C. Pope , Andrew Barovic , Armin Moin

Bug bisection has been an important security task that aims to understand the range of software versions impacted by a bug, i.e., identifying the commit that introduced the bug. However, traditional patch-based bisection methods are faced…

Machine Learning · Computer Science 2025-10-31 Zheng Zhang , Haonan Li , Xingyu Li , Hang Zhang , Zhiyun Qian

This paper studies community formation in OSS collaboration networks. While most current work examines the emergence of small-scale OSS projects, our approach draws on a large-scale historical dataset of 1.8 million GitHub users and their…

Social and Information Networks · Computer Science 2021-09-27 Behnaz Moradi-Jamei , Brandon L. Kramer , J. Bayoan Santiago Calderon , Gizem Korkmaz

Software is prone to bugs and failures. Security bugs are those that expose or share privileged information and access in violation of the software's requirements. Given the seriousness of security bugs, there are centralized mechanisms for…

Software Engineering · Computer Science 2020-12-16 Daito Nakano , Mingyang Yin , Ryosuke Sato , Abram Hindle , Yasutaka Kamei , Naoyasu Ubayashi

Automatically locating a bug within a large codebase remains a significant challenge for developers. Existing techniques often struggle with generalizability and deployment due to their reliance on application-specific data and large model…

Software Engineering · Computer Science 2024-07-04 Mahinthan Chandramohan , Dai Quoc Nguyen , Padmanabhan Krishnan , Jovan Jancic

Determining whether a configurable software system has a performance bug or it was misconfigured is often challenging. While there are numerous debugging techniques that can support developers in this task, there is limited empirical…

Software Engineering · Computer Science 2022-03-22 Miguel Velez , Pooyan Jamshidi , Norbert Siegmund , Sven Apel , Christian Kästner

Static analysis plays a crucial role in software vulnerability detection, yet faces a persistent precision-scalability tradeoff. In large codebases like the Linux kernel, traditional static analysis tools often generate excessive false…

Software Engineering · Computer Science 2025-06-03 Haonan Li , Hang Zhang , Kexin Pei , Zhiyun Qian

In software-defined networks (SDN), a controller program is in charge of deploying diverse network functionality across a large number of switches, but this comes at a great risk: deploying buggy controller code could result in network and…

Networking and Internet Architecture · Computer Science 2020-07-21 Vasileios Klimis , George Parisis , Bernhard Reus

Fixing bugs in large programs is a challenging task that demands substantial time and effort. Once a bug is found, it is reported to the project maintainers, who work with the reporter to fix it and eventually close the issue. However,…

Software Engineering · Computer Science 2025-10-17 Qiushi Wu , Yue Xiao , Dhilung Kirat , Kevin Eykholt , Jiyong Jang , Douglas Lee Schales

We explore the application of Information Retrieval (IR) based bug localization methods at a large industrial setting, Facebook. Facebook's code base evolves rapidly, with thousands of code changes being committed to a monolithic repository…

Software Engineering · Computer Science 2021-03-18 Vijayaraghavan Murali , Lee Gross , Rebecca Qian , Satish Chandra

Large open-source projects receive a large number of issues (known as bugs), including software defect (i.e., bug) reports and new feature requests from their user and developer communities at a fast rate. The often limited project…

Software Engineering · Computer Science 2025-04-23 Riley Pierson , Armin Moin

Finding and fixing buggy code is an important and cost-intensive maintenance task, and static analysis (SA) is one of the methods developers use to perform it. SA tools warn developers about potential bugs by scanning their source code for…

Software Engineering · Computer Science 2020-09-04 Yoshiki Higo , Shinpei Hayashi , Hideaki Hata , Meiyappan Nagappan

Tile-based programming frameworks are increasingly adopted to write high-performance GPU kernels in domains such as deep learning and scientific computing. While these frameworks enhance productivity and hardware utilization, their…

Software Engineering · Computer Science 2026-05-20 Ravishka Rathnasuriya , Zihe Song , Nidhi Majoju , Aaryaa Moharir , Tingxi Li , Wei Yang , Tao Xie

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

High quality bugs are key to training the next generation of language model based software engineering (SWE) agents. We introduce a novel method for synthetic generation of difficult and diverse bugs. Our method instructs SWE Agents to…

Software bugs pose a significant challenge during development and maintenance, and practitioners spend nearly 50% of their time dealing with bugs. Many existing techniques adopt Information Retrieval (IR) to localize a reported bug using…

Software Engineering · Computer Science 2025-03-31 Asif Mohammed Samir , Mohammad Masudur Rahman
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