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The advancement of natural language processing (NLP) has been significantly boosted by the development of transformer-based large language models (LLMs). These models have revolutionized NLP tasks, particularly in code generation, aiding…

Computation and Language · Computer Science 2024-05-27 Dong Huang , Jie M. Zhang , Michael Luck , Qingwen Bu , Yuhao Qing , Heming Cui

Agentic AI coding editors driven by large language models have recently become more popular due to their ability to improve developer productivity during software development. Modern editors such as Cursor are designed not just for code…

Cryptography and Security · Computer Science 2026-04-29 Yue Liu , Yanjie Zhao , Yunbo Lyu , Ting Zhang , Haoyu Wang , David Lo

The capabilities of AI-assisted coding are progressing at breakneck speed. Chat-based vibe coding has evolved into fully fledged AI-assisted, agentic software development using agent scaffolds where the human developer creates a plan that…

Software Engineering · Computer Science 2026-04-24 Magnus Palmblad , Jared M. Ragland , Benjamin A. Neely

AI coding assistants are now central to professional software development, yet their impact on how developers think about and practice security remains poorly understood. While prior work has documented vulnerability rates in AI-generated…

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.…

Software Engineering · Computer Science 2024-09-27 Kevin KB Ng , Liyana Fauzi , Leon Leow , Jaren Ng

Recent advances in code agents have enabled automated software development at the project level, supported by large language models (LLMs). However, existing benchmarks for code agent evaluation face two major limitations. First, creating…

Software Engineering · Computer Science 2026-03-24 Lingyue Fu , Bolun Zhang , Hao Guan , Yaoming Zhu , Lin Qiu , Weiwen Liu , Xuezhi Cao , Xunliang Cai , Weinan Zhang , Yong Yu

Despite the operational importance of hot fixes, large-scale evidence on how they reshape routine maintenance workflows, particularly in the era of autonomous coding agents, remains limited. We analyse hot fixes present in over 61,000…

Software Engineering · Computer Science 2026-04-30 Carol Hanna , Karine Even-Mendoza , W. B. Langdon , Mar Zamorano López , Justyna Petke , Federica Sarro

AI agents powered by large language models exhibit strong reasoning and problem-solving capabilities, enabling them to assist scientific research tasks such as formula derivation and code generation. However, whether these agents can…

Agent-Based Computing is a diverse research domain concerned with the building of intelligent software based on the concept of "agents". In this paper, we use Scientometric analysis to analyze all sub-domains of agent-based computing. Our…

Social and Information Networks · Computer Science 2017-08-22 Muaz A. Niazi , Amir Hussain

IDE-integrated AI coding assistants, which operate conversationally within developers' working codebases with access to project context and multi-file editing, are rapidly reshaping software development. However, empirical investigation of…

Software Engineering · Computer Science 2026-04-02 Ningzhi Tang , Chaoran Chen , Zihan Fang , Gelei Xu , Maria Dhakal , Yiyu Shi , Collin McMillan , Yu Huang , Toby Jia-Jun Li

The emergence of "vibe coding" platforms, where users describe applications in natural language and AI agents autonomously generate full-stack software, has created a need for rigorous evaluation beyond code-level benchmarks. In order to…

Multiagent Systems · Computer Science 2026-05-07 Siddhant Saxena , Nilesh Trivedi , Vinayaka Jyothi

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…

Software Engineering · Computer Science 2026-04-28 Kexin Sun , Hongyu Kuang , Sebastian Baltes , Xin Zhou , He Zhang , Xiaoxing Ma , Guoping Rong , Dong Shao , Christoph Treude

The availability of generative Artificial Intelligence (AI) tools such as ChatGPT or GitHub Copilot is reshaping the way in which software is developed, evolved, and maintained. Oftentimes, developers leave traces of such an usage in…

LLM-based software engineering is influencing modern software development. In addition to correctness, prior studies have also examined the performance of software artifacts generated by AI agents. However, it is unclear how exactly the…

Software Engineering · Computer Science 2026-01-01 Md Nahidul Islam Opu , Shahidul Islam , Muhammad Asaduzzaman , Shaiful Chowdhury

Open-source scientific software is abundant, yet most tools remain difficult to compile, configure, and reuse, sustaining a small-workshop mode of scientific computing. This deployment bottleneck limits reproducibility, large-scale…

Software Engineering · Computer Science 2026-01-08 Yi Wang , Zhenting Huang , Zhaohan Ding , Ruoxue Liao , Yuan Huang , Xinzijian Liu , Jiajun Xie , Siheng Chen , Linfeng Zhang

Adapting production-level computer vision tools to bespoke scientific datasets is a critical "last mile" bottleneck. Current solutions are impractical: fine-tuning requires large annotated datasets scientists often lack, while manual code…

Computer Vision and Pattern Recognition · Computer Science 2025-12-09 Xuefei , Wang , Kai A. Horstmann , Ethan Lin , Jonathan Chen , Alexander R. Farhang , Sophia Stiles , Atharva Sehgal , Jonathan Light , David Van Valen , Yisong Yue , Jennifer J. Sun

AI-based code assistants are promising tools that can facilitate and speed up code development. They exploit machine learning algorithms and natural language processing to interact with developers, suggesting code snippets (e.g., method…

Software Engineering · Computer Science 2024-02-15 Vincenzo Corso , Leonardo Mariani , Daniela Micucci , Oliviero Riganelli

Recent advances in large language models have sparked growing interest in AI agents capable of solving complex, real-world tasks. However, most existing agent systems rely on manually crafted configurations that remain static after…

Artificial Intelligence · Computer Science 2025-09-03 Jinyuan Fang , Yanwen Peng , Xi Zhang , Yingxu Wang , Xinhao Yi , Guibin Zhang , Yi Xu , Bin Wu , Siwei Liu , Zihao Li , Zhaochun Ren , Nikos Aletras , Xi Wang , Han Zhou , Zaiqiao Meng

GitHub is the world's largest platform for collaborative software development, with over 100 million users. GitHub is also used extensively for open data collaboration, hosting more than 800 million open data files, totaling 142 terabytes…

Machine Learning · Computer Science 2023-06-13 Anthony Cintron Roman , Kevin Xu , Arfon Smith , Jehu Torres Vega , Caleb Robinson , Juan M Lavista Ferres

According to GitGuardian's monitoring of public GitHub repositories, the exposure of secrets (API keys and other credentials) increased two-fold in 2021 compared to 2020, totaling more than six million secrets. However, no benchmark dataset…

Cryptography and Security · Computer Science 2023-03-14 Setu Kumar Basak , Lorenzo Neil , Bradley Reaves , Laurie Williams
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