AI Agent

A Survey on Code Generation with LLM-based Agents

Yihong Dong, Xue Jiang, Jiaru Qian, Tian Wang, Kechi Zhang, Zhi Jin, Ge Li

机构 * School of Computer Science, Peking University（计算机科学学院，北京大学） 纠错

专题命中 软件智能体 ：agent(abstract)；workflow(abstract)；multi-agent(abstract)；分类 cs.AI、cs.CL、cs.LG

Comments Work in progress (V2)

RANGER -- Repository-Level Agent for Graph-Enhanced Retrieval

Pratik Shah, Rajat Ghosh, Aryan Singhal, Debojyoti Dutta

机构 * Georgia Institute of Technology（佐治亚理工学院） ； Nutanix（Nutanix公司） 纠错

专题命中 软件智能体 ：agent(title,abstract)；分类 cs.LG、cs.SE

Comments 24 pages, 4 figures

Devstral: Fine-tuning Language Models for Coding Agent Applications

Abhinav Rastogi, Adam Yang, Albert Q. Jiang, Alexander H. Liu, Alexandre Sablayrolles, Amélie Héliou, Amélie Martin, Anmol Agarwal, Andy Ehrenberg, Andy Lo, Antoine Roux, Arthur Darcet, Arthur Mensch, Baptiste Bout, Baptiste Rozière, Baudouin De Monicault, Chris Bamford, Christian Wallenwein, Christophe Renaudin, Clémence Lanfranchi, Clément Denoix, Corentin Barreau, Darius Dabert Devon Mizelle, Diego de las Casas, Elliot Chane-Sane, Emilien Fugier, Emma Bou Hanna, Gabrielle Berrada, Gauthier Delerce, Gauthier Guinet, Georgii Novikov, Graham Neubig, Guillaume Lample, Guillaume Martin, Himanshu Jaju, Jan Ludziejewski, Jason Rute, Jean-Malo Delignon, JeanHadrien Chabran, Joachim Studnia, Joep Barmentlo, Jonas Amar, Josselin Somerville Roberts, Julien Denize, Karan Saxena, Karmesh Yadav, Kartik Khandelwal, Khyathi Raghavi Chandu, Kush Jain, Lélio Renard Lavaud, Léonard Blier, Lingxiao Zhao, Louis Martin, Lucile Saulnier, Luyu Gao, Marie Pellat, Mathilde Guillaumin, Mathis Felardos, Matthieu Dinot, Maxime Darrin, Maximilian Augustin, Mickaël Seznec, Neha Gupta, Nikhil Raghuraman, Olivier Duchenne, Patricia Wang, Patrick von Platen, Patryk Saffer, Paul Jacob, Paul Wambergue, Paula Kurylowicz, Philomène Chagniot, Pierre Stock, Pravesh Agrawal, Rémi Delacourt, Roman Soletskyi, Romain Sauvestre, Sagar Vaze, Sanchit Gandhi, Sandeep Subramanian, Shashwat Dalal, Siddharth Gandhi, Soham Ghosh, Srijan Mishra, Sumukh Aithal, Szymon Antoniak, Teven Le Scao, Thibaut Lavril, Thibault Schueller, Thomas Foubert, Thomas Robert, Thomas Wang, Timothée Lacroix, Tom Bewley, Valeriia Nemychnikova, Victor Paltz, Virgile Richard, Wen-Ding Li, William Marshall, Xingyao Wang, Xuanyu Zhang, Yihan Wan, Yunhao Tang

机构 * Mistral AI 纠错

专题命中 软件智能体 ：agent(title)；agentic(abstract)；分类 cs.AI、cs.SE

Agent-based code generation for the Gammapy framework

Dmitriy Kostunin, Vladimir Sotnikov, Sergo Golovachev, Abhay Mehta, Tim Lukas Holch, Elisa Jones

专题命中 软件智能体 ：agent(title,abstract)；分类 cs.SE

Comments ICRC2025 proceedings PoS(ICRC2025)753

90% Faster, 100% Code-Free: MLLM-Driven Zero-Code 3D Game Development

Runxin Yang, Yuxuan Wan, Shuqing Li, Michael R. Lyu

机构 * The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 软件智能体 ：agent(abstract)；planning(abstract)；multi-agent(abstract)；分类 cs.AI、cs.SE

Where LLM Agents Fail and How They can Learn From Failures

Kunlun Zhu, Zijia Liu, Bingxuan Li, Muxin Tian, Yingxuan Yang, Jiaxun Zhang, Pengrui Han, Qipeng Xie, Fuyang Cui, Weijia Zhang, Xiaoteng Ma, Xiaodong Yu, Gowtham Ramesh, Jialian Wu, Zicheng Liu, Pan Lu, James Zou, Jiaxuan You

专题命中 软件智能体 ：agent(abstract)；tool-use(abstract)；planning(abstract)；分类 cs.AI

Automated Code Development for PDE Solvers Using Large Language Models

Haoyang Wu, Xinxin Zhang, Lailai Zhu

专题命中 软件智能体 ：agent(abstract)；multi-agent(abstract)；分类 cs.SE

Red Teaming Program Repair Agents: When Correct Patches can Hide Vulnerabilities

Simin Chen, Yixin He, Suman Jana, Baishakhi Ray

专题命中 软件智能体 ：agent(abstract)；分类 cs.SE