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LLM-generated code is widely used, and the share of committed code produced by LLMs is expected to increase. However, we are not at a point where LLMs can be effective contributors to production code. We present an approach that exposes the…

Software Engineering · Computer Science 2026-04-28 Chun Jie Chong , Muyeed Ahmed , Zhihao , Yao , Iulian Neamtiu

When working with Git, a popular version-control system, email addresses are part of the metadata for each individual commit. When those commits are pushed to remote hosting services like GitHub, those email addresses become visible not…

Cryptography and Security · Computer Science 2019-08-21 David Knothe , Frederick Pietschmann

The application of machine learning (ML) libraries has been tremendously increased in many domains, including autonomous driving systems, medical, and critical industries. Vulnerabilities of such libraries result in irreparable…

Software Engineering · Computer Science 2022-03-15 Nima Shiri Harzevili , Jiho Shin , Junjie Wang , Song Wang

While vulnerability research often focuses on technical findings and post-public release industrial response, we provide an analysis of the rest of the story: the coordinated disclosure process from discovery through public release. The…

Cryptography and Security · Computer Science 2022-09-23 Nicholas Boucher , Ross Anderson

Software is often developed using versioned controlled software, such as Git, and hosted on centralized Web hosts, such as GitHub and GitLab. These Web hosted software repositories are made available to users in the form of traditional HTML…

Digital Libraries · Computer Science 2025-05-22 David Calano , Michele C. Weigle , Michael L. Nelson

Peer code review locates common coding rule violations and simple logical errors in the early phases of software development, and thus reduces overall cost. However, in GitHub, identifying an appropriate code reviewer for a pull request is…

Software Engineering · Computer Science 2018-07-10 Mohammad Masudur Rahman , Chanchal K. Roy , Jason A. Collins

Open-source third-party libraries are widely used in software development. These libraries offer substantial advantages in terms of time and resource savings. However, a significant concern arises due to the publicly disclosed…

Software Engineering · Computer Science 2025-02-12 Yi Gao , Xing Hu , Zirui Chen , Xiaohu Yang

Current software supply chains heavily rely on open-source packages hosted in public repositories. Given the popularity of ecosystems like npm and PyPI, malicious users started to spread malware by publishing open-source packages containing…

Cryptography and Security · Computer Science 2023-10-17 Piergiorgio Ladisa , Serena Elisa Ponta , Nicola Ronzoni , Matias Martinez , Olivier Barais

Being able to automatically detect the performance issues in apps can significantly improve apps' quality as well as having a positive influence on user satisfaction. Application Performance Management (APM) libraries are used to locate the…

Software Engineering · Computer Science 2021-03-23 Yutian Tang , Haoyu Wang , Xian Zhan , Xiapu Luo , Yajin Zhou , Hao Zhou , Qiben Yan , Yulei Sui , Jacky Keung

In this study, we evaluated the capability of Large Language Models (LLMs), particularly OpenAI's GPT-4, in detecting software vulnerabilities, comparing their performance against traditional static code analyzers like Snyk and Fortify. Our…

Software Engineering · Computer Science 2023-08-22 David Noever

Python software development heavily relies on third-party packages. Direct and transitive dependencies create a labyrinth of software supply chains. While it is convenient to reuse code, vulnerabilities within these dependency chains can…

Cryptography and Security · Computer Science 2026-03-11 Jacob Mahon , Chenxi Hou , Zhihao Yao

GitHub is one of the most widely used public code development platform. However, the code hosted publicly on the platform is vulnerable to commit spoofing that allows an adversary to introduce malicious code or commits into the repository…

Software Engineering · Computer Science 2025-04-29 Anupam Sharma , Sreyashi Karmakar , Gayatri Priyadarsini Kancherla , Abhishek Bichhawat

Understanding the causes of software defects is essential for reliable software maintenance and ecosystem stability. However, existing bug datasets do not distinguish between issues originating within a project from those caused by external…

Software Engineering · Computer Science 2026-02-24 Tanner Wright , Adams Chen , Gema Rodríguez-Pérez

Large Language Models (LLMs) transform artificial intelligence, driving advancements in natural language understanding, text generation, and autonomous systems. The increasing complexity of their development and deployment introduces…

Cryptography and Security · Computer Science 2025-02-19 Shenao Wang , Yanjie Zhao , Zhao Liu , Quanchen Zou , Haoyu Wang

This study investigates the software vulnerability resolution time in the Maven ecosystem, focusing on the influence of CVE severity, library popularity as measured by the number of dependents, and version release frequency. The results…

Software Engineering · Computer Science 2025-04-01 Md Fazle Rabbi , Arifa Islam Champa , Rajshakhar Paul , Minhaz F. Zibran

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

Due to the voluntary nature of open source software, it can be hard to find a developer to work on a particular task. For example, some issue reports may be too cumbersome and unexciting for someone to volunteer to do them, yet these issue…

Software Engineering · Computer Science 2019-04-08 Jiayuan Zhou , Shaowei Wang , Cor-Paul Bezemer , Ying Zou , Ahmed E. Hassan

The rise of Large Language Models (LLMs) has led to the widespread deployment of LLM-based systems across diverse domains. As these systems proliferate, understanding the risks associated with their complex supply chains is increasingly…

Software Engineering · Computer Science 2025-07-25 Yujie Ma , Lili Quan , Xiaofei Xie , Qiang Hu , Jiongchi Yu , Yao Zhang , Sen Chen

Labels on platforms such as GitHub support triage and coordination, yet little is known about how well they align with code modifications or how such alignment affects collaboration across contributor experience levels. We present a case…

The success of a Pull Request (PR) depends on the responsiveness of the maintainers and the contributor during the review process. Being aware of the expected waiting times can lead to better interactions and managed expectations for both…

Software Engineering · Computer Science 2024-08-23 SayedHassan Khatoonabadi , Ahmad Abdellatif , Diego Elias Costa , Emad Shihab
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