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相关论文: SZZ in the time of Pull Requests

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The SZZ algorithm represents a standard way to identify bug fixing commits as well as inducing counterparts. It forms the basis for data sets used in numerous empirical studies. Since its creation, multiple extensions have been proposed to…

软件工程 · 计算机科学 2022-09-29 Peter Bludau , Alexander Pretschner

Accurate vulnerability-inducing commit identification serves as a foundation for a series of software security tasks, such as vulnerability detection and affected version analysis. A straightforward solution is the SZZ algorithm, which…

密码学与安全 · 计算机科学 2026-04-28 Sicong Cao , Jinxuan Xu , Le Yu , Jing Yang , Xingwei Lin , Linlin Zhu , Fu Xiao

The SZZ algorithm is the dominant technique for identifying bug-inducing commits and serves as a foundation for many software engineering studies, such as bug prediction and static code analysis. Researchers have proposed many variants to…

软件工程 · 计算机科学 2025-04-03 Lingxiao Tang , Jiakun Liu , Zhongxin Liu , Xiaohu Yang , Lingfeng Bao

The SZZ algorithm is the dominant technique for identifying bug-inducing commits and underpins many software engineering tasks, such as defect prediction and vulnerability analysis. Despite numerous variants, including recent LLM-based…

The SZZ algorithm is used to connect bug-fixing commits to the earlier commits that introduced bugs. This algorithm has many applications and many variants have been devised. However, there are some types of commits that cannot be traced by…

软件工程 · 计算机科学 2024-06-10 Yunbo Lyu , Hong Jin Kang , Ratnadira Widyasari , Julia Lawall , David Lo

Context: The SZZ algorithm is the de facto standard for labeling bug fixing commits and finding inducing changes for defect prediction data. Recent research uncovered potential problems in different parts of the SZZ algorithm. Most defect…

软件工程 · 计算机科学 2022-01-24 Steffen Herbold , Alexander Trautsch , Fabian Trautsch , Benjamin Ledel

The SZZ algorithm for identifying bug-inducing changes has been widely used to evaluate defect prediction techniques and to empirically investigate when, how, and by whom bugs are introduced. Over the years, researchers have proposed…

Many software engineering maintenance tasks require linking a commit that induced a bug with the commit that later fixed that bug. Several existing SZZ algorithms provide a way to identify the potential commit that induced a bug when given…

软件工程 · 计算机科学 2024-11-20 Salomé Perez-Rosero , Robert Dyer , Samuel W. Flint , Shane McIntosh , Witawas Srisa-an

Numerous empirical software engineering studies rely on detailed information about bugs. While issue trackers often contain information about when bugs were fixed, details about when they were introduced to the system are often absent. As a…

软件工程 · 计算机科学 2019-08-20 Markus Borg , Oscar Svensson , Kristian Berg , Daniel Hansson

BACKGROUND: Software engineers must be vigilant in preventing and correcting vulnerabilities and other critical bugs. In servicing this need, numerous tools and techniques have been developed to assist developers. Fuzzers, by autonomously…

软件工程 · 计算机科学 2023-05-22 Brandon Keller , Andrew Meneely , Benjamin Meyers

Fuzzing has gained in popularity for software vulnerability detection by virtue of the tremendous effort to develop a diverse set of fuzzers. Thanks to various fuzzing techniques, most of the fuzzers have been able to demonstrate great…

密码学与安全 · 计算机科学 2023-02-28 Yu-Fu Fu , Jaehyuk Lee , Taesoo Kim

Code commits in a version control system (e.g., Git) should be atomic, i.e., focused on a single goal, such as adding a feature or fixing a bug. In practice, however, developers often bundle multiple concerns into tangled commits, obscuring…

软件工程 · 计算机科学 2026-01-30 Beomsu Koh , Neil Walkinshaw , Donghwan Shin

Detecting Bug Inducing Commit (BIC) or Just in Time (JIT) defect prediction using Machine Learning (ML) based models requires tabulated feature values extracted from the source code or historical maintenance data of a software system.…

软件工程 · 计算机科学 2025-03-04 Md Nadim , Banani Roy

Collaborative fuzzing combines multiple individual fuzzers and dynamically chooses appropriate combinations for different programs. Unlike individual fuzzers that rely on specific assumptions, collaborative fuzzing relaxes assumptions on…

密码学与安全 · 计算机科学 2025-07-23 Wenxuan Shi , Hongwei Li , Jiahao Yu , Xinqian Sun , Wenbo Guo , Xinyu Xing

Large language model (LLM)-based coding agents achieve impressive results on controlled benchmarks yet routinely produce pull requests that real maintainers reject. The root cause is not functional incorrectness but a lack of organicity:…

软件工程 · 计算机科学 2026-03-30 Mo Li , L. H. Xu , Qitai Tan , Ting Cao , Yunxin Liu

The sources of reliable, code-level information about vulnerabilities that affect open-source software (OSS) are scarce, which hinders a broad adoption of advanced tools that provide code-level detection and assessment of vulnerable OSS…

软件工程 · 计算机科学 2021-05-10 Therese Fehrer , Rocío Cabrera Lozoya , Antonino Sabetta , Dario Di Nucci , Damian A. Tamburri

The Just-In-Time (JIT) defect prediction model serves as a critical tool for ensuring the quality of software development and enhancing software performance. It assists development teams in promptly identifying and addressing potential…

软件工程 · 计算机科学 2026-05-28 Weihao Sun , Qiyun Zhao

Developing software with the source code open to the public is prevalent; however, similar to its closed counter part, open-source has quality problems, which cause functional failures, such as program breakdowns, and non-functional, such…

软件工程 · 计算机科学 2025-03-05 Jincheng He , Zhongheng He

Fuzzing is a highly-scalable software testing technique that uncovers bugs in a target program by executing it with mutated inputs. Over the life of a fuzzing campaign, the fuzzer accumulates inputs inducing new and interesting target…

密码学与安全 · 计算机科学 2023-12-11 Simon Luo , Adrian Herrera , Paul Quirk , Michael Chase , Damith C. Ranasinghe , Salil S. Kanhere

Modern software development is based on a series of rapid incremental changes collaboratively made to large source code repositories by developers with varying experience and expertise levels. The ZeroIn project is aimed at analyzing the…

软件工程 · 计算机科学 2022-04-19 Kalyan Perumalla , Aradhana Soni , Rupam Dey , Steven Rich
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