代码大模型 / AI 编程

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 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.CL、cs.AI

Comments Work in progress (V2)

DeepCodeSeek: Real-Time API Retrieval for Context-Aware Code Generation

Esakkivel Esakkiraja, Denis Akhiyarov, Aditya Shanmugham, Chitra Ganapathy

机构 * ServiceNow, Inc.（ServiceNow公司） 纠错

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

Comments Retrieval-Augmented Generation, API Prediction, Context-Aware Code Generation, Enterprise Code Completion, Reinforcement Learning, ServiceNow, Real-Time Code Search, Query Enhancement, Fine-Tuning, Embedding, Reranker

Reinforcement Learning-Guided Chain-of-Draft for Token-Efficient Code Generation

Xunzhu Tang, Iyiola Emmanuel Olatunji, Tiezhu Sun, Jacques Klein, Tegawende F. Bissyande

机构 * University of Luxembourg（卢森堡大学） 纠错

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.SE、cs.AI

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 代码生成 ：code generation(title,abstract)；分类 cs.SE

Comments ICRC2025 proceedings PoS(ICRC2025)753

Memorize or Generalize? Evaluating LLM Code Generation with Code Rewriting

Lizhe Zhang, Wentao Chen, Li Zhong, Letian Peng, Zilong Wang, Jingbo Shang

机构 * University of California, San Diego（加州大学圣地亚哥分校） 纠错

专题命中 代码生成 ：code generation(title,abstract)；分类 cs.AI

A Preference-Driven Methodology for High-Quality Solidity Code Generation

Zhiyuan Peng, Xin Yin, Chenhao Ying, Chao Ni, Yuan Luo

专题命中 代码生成 ：code generation(title)；分类 cs.SE

Adaptive Test-Time Reasoning via Reward-Guided Dual-Phase Search

Yingqian Cui, Zhenwei Dai, Pengfei He, Bing He, Hui Liu, Xianfeng Tang, Jingying Zeng, Suhang Wang, Yue Xing, Jiliang Tang, Benoit Dumoulin

机构 * Michigan State University（密歇根州立大学） ； Amazon（亚马逊） ； Pennsylvania State University（宾夕法尼亚州立大学） 纠错

专题命中 代码生成 ：code generation(abstract)；分类 cs.CL、cs.AI、cs.LG

Mind the Gap: A Review of Arabic Post-Training Datasets and Their Limitations

Mohammed Alkhowaiter, Norah Alshahrani, Saied Alshahrani, Reem I. Masoud, Alaa Alzahrani, Deema Alnuhait, Emad A. Alghamdi, Khalid Almubarak

机构 * Refine AI ； ASAS AI ； University of Bisha（比沙大学） ； University College London（伦敦大学学院） ； King Salman Global Academy for Arabic（萨勒曼全球阿拉伯学院） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； King Abdulaziz University（阿卜杜勒阿齐兹大学） ； HUMAIN 纠错

专题命中 代码生成 ：code generation(abstract)；分类 cs.CL、cs.AI、cs.LG

RFG: Test-Time Scaling for Diffusion Large Language Model Reasoning with Reward-Free Guidance

Tianlang Chen, Minkai Xu, Jure Leskovec, Stefano Ermon

机构 * Stanford University（斯坦福大学） 纠错

专题命中 代码生成 ：code generation(abstract)；分类 cs.CL、cs.LG

Comments 27 pages, 3 figures, 2 tables

MaskSQL: Safeguarding Privacy for LLM-Based Text-to-SQL via Abstraction

Sepideh Abedini, Shubhankar Mohapatra, D. B. Emerson, Masoumeh Shafieinejad, Jesse C. Cresswell, Xi He

机构 * University of Waterloo（多伦多大学） ； Vector Institute（向量研究所） ； Layer 6 AI 纠错

专题命中 代码生成 ：code generation(abstract)；分类 cs.CL

Comments Accepted to the 3rd Workshop on Regulatable ML at NeurIPS 2025

DyFlow: Dynamic Workflow Framework for Agentic Reasoning

Yanbo Wang, Zixiang Xu, Yue Huang, Xiangqi Wang, Zirui Song, Lang Gao, Chenxi Wang, Xiangru Tang, Yue Zhao, Arman Cohan, Xiangliang Zhang, Xiuying Chen

机构 * Mohamed bin Zayed University of Artificial Intelligence（莫扎大学人工智能大学） ； University of Notre Dame（诺特大学） ； Yale University（耶鲁大学） ； University of Southern California（南加州大学） 纠错

专题命中 代码生成 ：code generation(abstract)；分类 cs.CL

AuDeRe: Automated Strategy Decision and Realization in Robot Planning and Control via LLMs

Yue Meng, Fei Chen, Yongchao Chen, Chuchu Fan

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Harvard University（哈佛大学） 纠错

专题命中 代码生成 ：code generation(abstract)

Comments 8 pages, 14 figures, submitted to the 2026 American Control Conference

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 ：coding agent(title)；分类 cs.SE、cs.AI

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

Simin Chen, Yixin He, Suman Jana, Baishakhi Ray

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE

WARP -- Web-Augmented Real-time Program Repairer: A Real-Time Compilation Error Resolution using LLMs and Web-Augmented Synthesis

Anderson de Lima Luiz

专题命中 程序修复 ：program repair(title,abstract)；分类 cs.SE

Comments 5 pages, 2 figures

Recent Advances in Large Langauge Model Benchmarks against Data Contamination: From Static to Dynamic Evaluation

Simin Chen, Yiming Chen, Zexin Li, Yifan Jiang, Zhongwei Wan, Yixin He, Dezhi Ran, Tianle Gu, Haizhou Li, Tao Xie, Baishakhi Ray

机构 * Columbia University（哥伦比亚大学） ； National University of Singapore（国立新加坡大学） ； University of California, Riverside（加州大学河滨分校） ； University of Southern California（南加州大学） ； The Ohio State University（俄亥俄州立大学） ； Peking University（北京大学） ； Tsinghua University（清华大学） ； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） 纠错

专题命中 代码评测 ：repository(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Github Link: https://github.com/SeekingDream/Static-to-Dynamic-LLMEval

A Multi-Language Object-Oriented Programming Benchmark for Large Language Models

Shuai Wang, Liang Ding, Li Shen, Yong Luo, Han Hu, Lefei Zhang, Fu Lin

专题命中 代码评测 ：code generation(abstract)；分类 cs.SE

Comments 20 pages, 12 figures

Towards Agentic OS: An LLM Agent Framework for Linux Schedulers

Yusheng Zheng, Yanpeng Hu, Wei Zhang, Andi Quinn

机构 * UC Santa Cruz, CA, USA（加州大学圣克ruz分校） ； University of Connecticut（康涅狄格大学） ； ShanghaiTech University（上海科技大学） 纠错

专题命中 代码评测 ：repository(abstract)；分类 cs.AI

Journal ref MLforSystem 2025

FastCoder: Accelerating Repository-level Code Generation via Efficient Retrieval and Verification

Qianhui Zhao, Li Zhang, Fang Liu, Xiaoli Lian, Qiaoyuanhe Meng, Ziqian Jiao, Zetong Zhou, Jia Li, Lin Shi

机构 * 1 State Key Laboratory of Complex \& Critical Software Environment, School of Computer Science ； Engineering Beihang University, China ； 2 School of Software, Beihang University, China ； 3 Peking University, China 纠错

专题命中 仓库级理解 ：code generation(title,abstract)；repository(title,abstract)；分类 cs.SE、cs.AI

Comments Accepted by ASE 2025

Towards Repository-Level Program Verification with Large Language Models

Si Cheng Zhong, Xujie Si

机构 * University of Toronto（多伦多大学） 纠错

专题命中 仓库级理解 ：repository(title,abstract)；分类 cs.SE、cs.AI、cs.PL

Comments Accepted to LMPL 2025

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 仓库级理解 ：repository(title,abstract)；分类 cs.SE、cs.LG

Comments 24 pages, 4 figures

AGOCS -- Accurate Google Cloud Simulator Framework

Leszek Sliwko, Vladimir Getov

专题命中 仓库级理解 ：repository(abstract)；分类 cs.AI

Comments This is the accepted author's version of the paper. The final published version is available in the Proceedings of the 2016 IEEE International Conferences on Ubiquitous Intelligence and Computing (UIC), Advanced and Trusted Computing (ATC), Scalable Computing and Communications (ScalCom), Cloud and Big Data Computing (CBDCom), Internet of People (IoP), and Smart World Congress (SmartWorld)