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API misuse introduces security vulnerabilities, system failures, and increases maintenance costs, all of which remain critical challenges in software development. Existing detection approaches rely on static analysis or machine…

软件工程 · 计算机科学 2025-09-23 Saikat Mondal , Chanchal K. Roy , Hong Wang , Juan Arguello , Samantha Mathan

Artificial Intelligence (AI) tools such as GitHub Copilot and ChatGPT are increasingly used in software engineering (SE) for tasks such as code, test, and documentation generation. However, engineers often face uncertainty about when to…

软件工程 · 计算机科学 2026-03-24 Vahid Garousi , Zafar Jafarov , Aytan Mövsümova , Atif Namazov

Generative Artificial Intelligence (AI) tools have been used to generate human-like content across multiple domains (e.g., sound, image, text, and programming). However, their reliability in terms of correctness and functionality in novel…

网络与互联网体系结构 · 计算机科学 2025-10-24 Felipe Avencourt Soares , Muriel F. Franco , Eder J. Scheid , Lisandro Z. Granville

Projects on GitHub rely on the automation provided by software development bots to uphold quality and alleviate developers' workload. Nevertheless, the presence of bots can be annoying and disruptive to the community. Backed by multiple…

软件工程 · 计算机科学 2024-03-06 Mairieli Wessel , Andy Zaidman , Marco Gerosa , Igor Steinmacher

The rapid integration of AI-powered coding assistants into developer workflows has raised significant privacy and trust concerns. As developers entrust proprietary code to services like OpenAI's GPT, Google's Gemini, and GitHub Copilot, the…

密码学与安全 · 计算机科学 2025-09-26 Amir AL-Maamari

The study on GitHub Copilot by GovTech Singapore's Engineering Productivity Programme (EPP) reveals significant potential for AI Code Assistant tools to boost developer productivity and improve application quality in the public sector.…

软件工程 · 计算机科学 2024-09-27 Kevin KB Ng , Liyana Fauzi , Leon Leow , Jaren Ng

LLM-based assistants, such as GitHub Copilot and ChatGPT, have the potential to generate code that fulfills a programming task described in a natural language description, referred to as a prompt. The widespread accessibility of these…

软件工程 · 计算机科学 2024-05-24 Sylvain Kouemo Ngassom , Arghavan Moradi Dakhel , Florian Tambon , Foutse Khomh

Large Language Models (LLMs) are widely used in software development tasks nowadays. Unlike reusing code taken from the Web, for LLMs' generated code, developers are concerned about its lack of trustworthiness and possible copyright or…

Large language models show great promise in many domains, including programming. A promise is easy to make but hard to keep, and language models often fail to keep their promises, generating erroneous code. A promising avenue to keep models…

软件工程 · 计算机科学 2024-06-12 Md Rakib Hossain Misu , Cristina V. Lopes , Iris Ma , James Noble

Version control systems are integral to software development, with GitHub emerging as a popular online platform due to its comprehensive project management tools, including issue tracking and pull requests. However, GitHub lacks a direct…

软件工程 · 计算机科学 2024-07-31 Rifat Ara Proma , Paul Rosen

[Background/Context] AI assistants like GitHub Copilot are transforming software engineering; several studies have highlighted productivity improvements. However, their impact on code quality, particularly in terms of maintainability,…

软件工程 · 计算机科学 2024-08-21 Markus Borg , Dave Hewett , Donald Graham , Noric Couderc , Emma Söderberg , Luke Church , Dave Farley

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…

软件工程 · 计算机科学 2025-04-29 Anupam Sharma , Sreyashi Karmakar , Gayatri Priyadarsini Kancherla , Abhishek Bichhawat

An important goal for programmers is to minimize cost of identifying and correcting defects in source code. Code review is commonly used for identifying programming defects. However, manual code review has some shortcomings: a) it is time…

软件工程 · 计算机科学 2018-09-13 Balwinder Sodhi , Shipra Sharma

Compilers are a prime target for formal verification, since compiler bugs invalidate higher-level correctness guarantees, but compiler changes may become more labor-intensive to implement, if they must come with proof patches. One appealing…

编程语言 · 计算机科学 2025-03-12 Jason Gross , Andres Erbsen , Jade Philipoom , Rajashree Agrawal , Adam Chlipala

Dafny is a verification-aware programming language that comes with a compiler and static program verifier. However, neither the compiler nor the verifier is proved correct; in fact, soundness bugs have been found in both tools. This paper…

编程语言 · 计算机科学 2025-12-08 Daniel Nezamabadi , Magnus O. Myreen , Yong Kiam Tan

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…

软件工程 · 计算机科学 2018-07-10 Mohammad Masudur Rahman , Chanchal K. Roy , Jason A. Collins

AI-based code review tools automatically review and comment on pull requests to improve code quality. Despite their growing presence, little is known about their actual impact. We present a large-scale empirical study of 16 popular AI-based…

软件工程 · 计算机科学 2026-04-28 Kexin Sun , Hongyu Kuang , Sebastian Baltes , Xin Zhou , He Zhang , Xiaoxing Ma , Guoping Rong , Dong Shao , Christoph Treude

Reasoning about floating-point arithmetic is notoriously hard. While static and dynamic analysis techniques or program repair have made significant progress, more work is still needed to make them relevant to real-world code. On the…

编程语言 · 计算机科学 2026-03-11 Andrea Gilot , Tobias Wrigstad , Eva Darulova

Context: Addressing user requests in the form of bug reports and Github issues represents a crucial task of any successful software project. However, user-submitted issue reports tend to widely differ in their quality, and developers spend…

软件工程 · 计算机科学 2021-07-22 Andrea Di Sorbo , Gerardo Canfora , Sebastiano Panichella

As coding agents are increasingly deployed in large codebases, the need to automatically design challenging, codebase-level evaluation is central. We propose Gistify, a task where a coding LLM must create a single, minimal, self-contained…