代码大模型 / AI 编程

A Stochastic Differential Equation Framework for Multi-Objective LLM Interactions: Dynamical Systems Analysis with Code Generation Applications

Shivani Shukla, Himanshu Joshi

机构 * University of San Francisco（旧金山大学） ； Vector Institute for Artificial Intelligence（人工智能向量研究所） 纠错

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

Comments Peer-reviewed and accepted to the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) DynaFront 2025 Workshop (https://sites.google.com/view/dynafrontneurips25)

Fortifying LLM-Based Code Generation with Graph-Based Reasoning on Secure Coding Practices

Rupam Patir, Keyan Guo, Haipeng Cai, Hongxin Hu

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

EvoCAD: Evolutionary CAD Code Generation with Vision Language Models

Tobias Preintner, Weixuan Yuan, Adrian König, Thomas Bäck, Elena Raponi, Niki van Stein

机构 * Institute of Advanced Computer Science, Leiden University, Leiden, The Netherlands（先进计算机科学研究所，莱顿大学，莱顿，荷兰） 纠错

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

Comments Accepted to IEEE ICTAI 2025

CodeWatcher: IDE Telemetry Data Extraction Tool for Understanding Coding Interactions with LLMs

Manaal Basha, Aimeê M. Ribeiro, Jeena Javahar, Cleidson R. B. de Souza, Gema Rodríguez-Pérez

机构 * University of British Columbia（不列颠哥伦比亚大学） ； Federal University of Pará（帕拉联邦大学） 纠错

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

Comments ICSME 2025 Tool Demonstration Track

ReLook: Vision-Grounded RL with a Multimodal LLM Critic for Agentic Web Coding

Yuhang Li, Chenchen Zhang, Ruilin Lv, Ao Liu, Ken Deng, Yuanxing Zhang, Jiaheng Liu, Wiggin Zhou, Bo Zhou

机构 * LLM Department, Tencent（腾讯大语言模型部门） ； Peking University（北京大学） ； Nanjing University（南京大学） 纠错

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

What Slows Down FMware Development? An Empirical Study of Developer Challenges and Resolution Times

Zitao Wang, Zhimin Zhao, Michael W. Godfrey

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

Preserving LLM Capabilities through Calibration Data Curation: From Analysis to Optimization

Bowei He, Lihao Yin, Huiling Zhen, Shuqi Liu, Han Wu, Xiaokun Zhang, Mingxuan Yuan, Chen Ma

机构 * Department of Computer Science, City University of Hong Kong（香港城市大学计算机科学系） ； Huawei（华为） 纠错

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

Comments Accepted by NeurIPS 2025

Bridging Developer Instructions and Code Completion Through Instruction-Aware Fill-in-the-Middle Paradigm

Zhensu Sun, Chengran Yang, Chao Peng, Pengfei Gao, Xiaoning Du, Li Li, David Lo

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

Can Large Language Models Serve as Data Analysts? A Multi-Agent Assisted Approach for Qualitative Data Analysis

Zeeshan Rasheed, Muhammad Waseem, Aakash Ahmad, Kai-Kristian Kemell, Wang Xiaofeng, Anh Nguyen Duc, Pekka Abrahamsson

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

Comments 34 pages and 2 figures

Rapid Development of Omics Data Analysis Applications through Vibe Coding

Jesse G. Meyer

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

Navigating the Labyrinth: Path-Sensitive Unit Test Generation with Large Language Models

Dianshu Liao, Xin Yin, Shidong Pan, Chao Ni, Zhenchang Xing, Xiaoyu Sun

机构 * The State Key Laboratory of Blockchain and Data Security, Zhejiang University（区块链与数据安全国家重点实验室，浙江大学） 纠错

专题命中 测试生成 ：unit test generation(title,abstract)；分类 cs.SE、cs.AI

RepoSummary: Feature-Oriented Summarization and Documentation Generation for Code Repositories

Yifeng Zhu, Xianlin Zhao, Xutian Li, Yanzhen Zou, Haizhuo Yuan, Yue Wang, Bing Xie

专题命中 测试生成 ：repository(abstract)；分类 cs.SE

Learning to Reason as Action Abstractions with Scalable Mid-Training RL

Shenao Zhang, Donghan Yu, Yihao Feng, Bowen Jin, Zhaoran Wang, John Peebles, Zirui Wang

机构 * Apple（苹果公司） ； Northwestern University（西北大学） 纠错

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

Training Long-Context, Multi-Turn Software Engineering Agents with Reinforcement Learning

Alexander Golubev, Maria Trofimova, Sergei Polezhaev, Ibragim Badertdinov, Maksim Nekrashevich, Anton Shevtsov, Simon Karasik, Sergey Abramov, Andrei Andriushchenko, Filipp Fisin, Sergei Skvortsov, Boris Yangel

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

HealthFlow: A Self-Evolving AI Agent with Meta Planning for Autonomous Healthcare Research

Yinghao Zhu, Yifan Qi, Zixiang Wang, Lei Gu, Dehao Sui, Haoran Hu, Xichen Zhang, Ziyi He, Junjun He, Liantao Ma, Lequan Yu

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

Comments Code: https://github.com/yhzhu99/HealthFlow

The 2025 OpenAI Preparedness Framework does not guarantee any AI risk mitigation practices: a proof-of-concept for affordance analyses of AI safety policies

Sam Coggins, Alexander K. Saeri, Katherine A. Daniell, Lorenn P. Ruster, Jessie Liu, Jenny L. Davis

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

Comments 19 pages, 5 tables, 1 figure; minor ambiguities clarified, typos corrected, author affiliations added

EEG-MedRAG: Enhancing EEG-based Clinical Decision-Making via Hierarchical Hypergraph Retrieval-Augmented Generation

Yi Wang, Haoran Luo, Lu Meng, Ziyu Jia, Xinliang Zhou, Qingsong Wen

机构 * College of Information Science and Engineering, Northeastern University（信息科学与工程学院，东北大学） ； Foshan Graduate School of Innovation, Northeastern University（创新佛山研究生院，东北大学） ； College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学） ； Institute of Automation, Chinese Academy of Sciences（自动化研究所，中国科学院） ； Squirrel Ai Learning 纠错

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

Saudi Sign Language Translation Using T5

Ali Alhejab, Tomas Zelezny, Lamya Alkanhal, Ivan Gruber, Yazeed Alharbi, Jakub Straka, Vaclav Javorek, Marek Hruz, Badriah Alkalifah, Ahmed Ali

机构 * HUMAIN, Riyadh, Saudi Arabia Department of Cybernetics ； New Technologies for the Information Society, University of West Bohemia, Pilsen, Czech Republic Saudi Data \& AI Authority , Riyadh, Saudi Arabia 纠错

专题命中 代码评测 ：repository(abstract)

Comments 11 pages, supplementary, SPECOM 2025

Journal ref Speech and Computer (SPECOM 2025), Lecture Notes in Computer Science, vol. 16188, pp. 331-343, Springer, Cham (2025)

SaraCoder: Orchestrating Semantic and Structural Cues for Resource-Optimized Repository-Level Code Completion

Xiaohan Chen, Zhongying Pan, Quan Feng, Yu Tian, Shuqun Yang, Mengru Wang, Lina Gong, Yuxia Geng, Piji Li, Xiang Chen

机构 * MIIT Key Laboratory of Pattern Analysis and Machine Intelligence（信息科技模式分析与机器智能国家重点实验室） ； College of Computer Science and Technology（计算机科学与技术学院） ； Huaneng Information Technology Co Ltd（华能信息技术有限公司） ； Hunan Vanguard Group Corporation Co Ltd（湖南 Vanguard集团有限公司） ； Tsinghua University（清华大学） ； Zhejiang University（浙江大学） ； PowerChina Huadong Engineering Co Ltd（国家电网华东工程有限公司） 纠错

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

Diffusion-DFL: Decision-focused Diffusion Models for Stochastic Optimization

Zihao Zhao, Christopher Yeh, Lingkai Kong, Kai Wang

机构 * Georgia Institute of Technology（佐治亚理工学院） ； California Institute of Technology（加州理工学院） ； Harvard University（哈佛大学） 纠错

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

Evidence of Physiological Co-Modulation During Human-Animal Interaction: A Systematic Review

G. Bargigli, L. Frassineti, A. Lanata', P. Baragli, C. Scopa, A. Vignoli

专题命中 仓库级理解 ：repository(abstract)

Robustness and resilience of complex networks

Oriol Artime, Marco Grassia, Manlio De Domenico, James P. Gleeson, Hernan A. Makse, Giuseppe Mangioni, Matjaz Perc, Filippo Radicchi

专题命中 仓库级理解 ：repository(abstract)

Journal ref Nat. Rev. Phys. 6, 114-131 (2024)

Data Scaling Laws for Imitation Learning-Based End-to-End Autonomous Driving

Yupeng Zheng, Pengxuan Yang, Zhongpu Xia, Qichao Zhang, Yuhang Zheng, Songen Gu, Bu Jin, Teng Zhang, Ben Lu, Chao Han, Xianpeng Lang, Dongbin Zhao

机构 * CASIA（中国科学院自动化研究所） ； UCAS（中国科学技术大学） ； Li Auto（力汽车） ； NUS（新加坡国立大学） 纠错

专题命中 仓库级理解 ：repository(abstract)

TypePilot: Leveraging the Scala Type System for Secure LLM-generated Code

Alexander Sternfeld, Andrei Kucharavy, Ljiljana Dolamic

机构 * Institute of Entrepreneurship & Management, HES-SO Le Foyer, Techno-Pôle 1 Sierre, Switzerland（创业与管理学院，HES-SO莱福院，技术园区1，瑞士） ； Institute of Informatics, HES-SO Techno-Pôle 3 Sierre, Switzerland（信息学院，HES-SO技术园区3，瑞士） ； Cyber-Defence Campus armasuisse, Science and Technology Thun, Switzerland（网络安全校区，armasuisse，科技，瑞士） 纠错

专题命中 程序分析与验证 ：code generation(abstract)；分类 cs.CL