代码大模型 / AI 编程 - arXivDaily 专题

2504.17531 2025-10-10 cs.AI cs.HC 57%

Towards Machine-Generated Code for the Resolution of User Intentions

Justus Flerlage, Ilja Behnke, Odej Kao

机构 * Technische Universität Berlin（柏林技术大学）

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

Journal ref Frontiers in Artificial Intelligence and Applications, Vol. 408: HHAI 2025, pp. 169-178

2510.07073 2025-10-09 cs.AI 57%

VRPAgent: LLM-Driven Discovery of Heuristic Operators for Vehicle Routing Problems

André Hottung, Federico Berto, Chuanbo Hua, Nayeli Gast Zepeda, Daniel Wetzel, Michael Römer, Haoran Ye, Davide Zago, Michael Poli, Stefano Massaroli, Jinkyoo Park, Kevin Tierney

机构 * Bielefeld University（比勒菲尔德大学）； Radical Numerics ； KAIST（韩国科学技术院）； Peking University（北京大学）； University of Turin（都灵大学）； Stanford University（斯坦福大学）； RIKEN（日本研究机构）； Omelet ； University of Vienna（维也纳大学）

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

2510.06627 2025-10-09 cs.LG 57%

POME: Post Optimization Model Edit via Muon-style Projection

Yong Liu, Di Fu, Yang Luo, Zirui Zhu, Minhao Cheng, Cho-Jui Hsieh, Yang You

机构 * National University of Singapore（新加坡国立大学）； Penn State University（宾夕法尼亚州立大学）； University of California, Los Angeles（加州大学洛杉矶分校）

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

2509.23580 2025-10-09 cs.CL 57%

LLM Hallucination Detection: HSAD

JinXin Li, Gang Tu, JunJie Hu

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

Comments in Chinese language

2510.04791 2025-10-07 cs.SE 57%

GUISpector: An MLLM Agent Framework for Automated Verification of Natural Language Requirements in GUI Prototypes

Kristian Kolthoff, Felix Kretzer, Simone Paolo Ponzetto, Alexander Maedche, Christian Bartelt

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

2510.04078 2025-10-07 cs.SE 57%

Bamboo: LLM-Driven Discovery of API-Permission Mappings in the Android Framework

Han Hu, Wei Minn, Yonghui Liu, Jiakun Liu, Ferdian Thung, Terry Yue Zhuo, Lwin Khin Shar, Debin Gao, David Lo

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

2510.03194 2025-10-06 cs.AI 57%

CoDA: Agentic Systems for Collaborative Data Visualization

Zichen Chen, Jiefeng Chen, Sercan Ö. Arik, Misha Sra, Tomas Pfister, Jinsung Yoon

机构 * Google Cloud AI Research（谷歌云人工智能研究）； University of California, Santa Barbara（加州大学圣巴bara分校）

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

Comments 31 pages, 6 figures, 5 tables

2510.02934 2025-10-06 cs.SE 57%

Model-Agnostic Correctness Assessment for LLM-Generated Code via Dynamic Internal Representation Selection

Thanh Trong Vu, Tuan-Dung Bui, Thu-Trang Nguyen, Son Nguyen, Hieu Dinh Vo

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

2510.00328 2025-10-02 cs.SE 57%

Vibe Coding in Practice: Motivations, Challenges, and a Future Outlook -- a Grey Literature Review

Ahmed Fawzy, Amjed Tahir, Kelly Blincoe

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

2509.23459 2025-10-01 cs.CR cs.CL 57%

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

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

2509.26062 2025-10-01 cs.CL 57%

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）

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

2509.24323 2025-09-30 cs.MA cs.CL 57%

MAS$^2$: Self-Generative, Self-Configuring, Self-Rectifying Multi-Agent Systems

Kun Wang, Guibin Zhang, ManKit Ye, Xinyu Deng, Dongxia Wang, Xiaobin Hu, Jinyang Guo, Yang Liu, Yufei Guo

机构 * NTU（国立新加坡大学）； NUS（国立大学）； USTC（中国科学技术大学）； ZJU（浙江大学）； BUAA（北京航空航天大学）； PKU（北京大学）

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

2509.23675 2025-09-30 cs.SE 57%

PAT-Agent: Autoformalization for Model Checking

Xinyue Zuo, Yifan Zhang, Hongshu Wang, Yufan Cai, Zhe Hou, Jing Sun, Jin Song Dong

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

Comments Accepted in ASE 2025 (International Conference on Automated Software Engineering)

2509.10740 2025-09-30 physics.hist-ph cs.AI 57%

How are Scientific Concepts Birthed? Typing Rules of Concept Formation in Theoretical Physics Reasoning

Omar Aguilar, Anthony Aguirre

专题命中代码生成：program synthesis(abstract)；分类 cs.AI

Comments 28 pages, 2 figures

2509.21051 2025-09-26 cs.CL 57%

When Instructions Multiply: Measuring and Estimating LLM Capabilities of Multiple Instructions Following

Keno Harada, Yudai Yamazaki, Masachika Taniguchi, Edison Marrese-Taylor, Takeshi Kojima, Yusuke Iwasawa, Yutaka Matsuo

机构 * The University of Tokyo（东京大学）； Kyoto University（京都大学）； University of the Ryukyus（冲绳大学）

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

Comments Accepted to EMNLP2025

2509.20277 2025-09-25 cs.CR cs.AI 57%

Investigating Security Implications of Automatically Generated Code on the Software Supply Chain

Xiaofan Li, Xing Gao

机构 * Xiaofan Li ； Xing Gao

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

2509.16865 2025-09-24 cs.AI 57%

Large Language Models as End-to-end Combinatorial Optimization Solvers

Xia Jiang, Yaoxin Wu, Minshuo Li, Zhiguang Cao, Yingqian Zhang

机构 * Eindhoven University of Technology（埃因霍温理工大学）； Singapore Management University（新加坡管理学院）

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

Journal ref The 39th Annual Conference on Neural Information Processing Systems (NeurIPS 2025)

2509.14778 2025-09-24 cs.AI cs.MA 57%

OpenLens AI: Fully Autonomous Research Agent for Health Infomatics

Yuxiao Cheng, Jinli Suo

机构 * Department of Automation, Tsinghua University（自动化系，清华大学）； Institute for Brain and Cognitive Science, Tsinghua University（脑与认知科学研究院，清华大学）

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

2509.17629 2025-09-23 cs.SE 57%

From OCL to JSX: declarative constraint modeling in modern SaaS tools

Antonio Bucchiarone, Juri Di Rocco, Damiano Di Vincenzo, Alfonso Pierantonio

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

Comments 10 pages, 2 Figures, Joint Proceedings of the STAF 2025 Workshops: OCL, OOPSLE, LLM4SE, ICMM, AgileMDE, AI4DPS, and TTC. Koblenz, Germany, June 10-13, 2025

2502.00085 2025-09-23 cs.CL 57%

Efficient Beam Search for Large Language Models Using Trie-Based Decoding

Brian J Chan, MaoXun Huang, Jui-Hung Cheng, Chao-Ting Chen, Hen-Hsen Huang

机构 * Department of Computer Science, National Chengchi University（国立成功大学计算机科学系）； Department of Computer Science, Cornell University（康奈尔大学计算机科学系）； Institute of Information Science, Academia Sinica（中华科学研究院资讯研究所）

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

Comments 13 pages, accepted as a main conference paper at EMNLP 2025

2508.15495 2025-09-18 cs.SE 57%

SynthCoder: A Synthetical Strategy to Tune LLMs for Code Completion

Dongjun Yu, Xiao Yan, Zhenrui Li, Jipeng Xiao, Haochuan He, Yongda Yu, Hao Zhang, Guoping Rong, Xiaobo Huang

专题命中代码生成：repository(abstract)；分类 cs.SE

2506.03592 2025-09-17 cs.CL 57%

From Understanding to Generation: An Efficient Shortcut for Evaluating Language Models

Viktor Hangya, Fabian Küch, Darina Gold

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

Comments Accepted to EMNLP 2025 (Main Conference)

2503.21646 2025-09-17 cs.AI stat.AP 57%

Unlocking the Potential of Past Research: Using Generative AI to Reconstruct Healthcare Simulation Models

Thomas Monks, Alison Harper, Amy Heather

机构 * University of Exeter Medical School（埃克塞特大学医学院）； Centre for Simulation, Analytics and Modelling (CSAM)（模拟、分析与建模中心）； University of Exeter Business School（埃克塞特大学商学院）

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

Journal ref Journal of the Operational Research Society (2025) September. pp 1-24

2507.08149 2025-09-16 cs.SE 57%

Code with Me or for Me? How Increasing AI Automation Transforms Developer Workflows

Valerie Chen, Ameet Talwalkar, Robert Brennan, Graham Neubig

专题命中代码生成：coding agent(abstract)；分类 cs.SE

2509.10402 2025-09-15 cs.SE 57%

Developer-LLM Conversations: An Empirical Study of Interactions and Generated Code Quality

Suzhen Zhong, Ying Zou, Bram Adams

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

2506.00419 2025-09-11 cs.CR cs.SE 57%

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences

Mohammad Saqib Hasan, Saikat Chakraborty, Santu Karmaker, Niranjan Balasubramanian

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

Comments Accepted to ACL 2025 (Main)

2509.07858 2025-09-10 cs.AI 57%

SCoder: Iterative Self-Distillation for Bootstrapping Small-Scale Data Synthesizers to Empower Code LLMs

Xinyu Zhang, Changzhi Zhou, Linmei Hu, Luhao Zhang, Xiancai Chen, Haomin Fu, Yang Yang, Mengdi Zhang

机构 * School of Computer Science, Beijing Institute of Technology（北京理工大学计算机科学学院）； School of Computer Science, Peking University（北京大学计算机科学学院）； Meituan（美团）

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

2509.07676 2025-09-10 cs.AI 57%

Unleashing the True Potential of LLMs: A Feedback-Triggered Self-Correction with Long-Term Multipath Decoding

Jipeng Li, Zeyu Gao, Yubin Qi, Hande Dong, Weijian Chen, Qiang Lin

机构 * Tencent（腾讯）； Tsinghua University（清华大学）； Institute of Dataspace, Hefei Comprehensive National Science Center（数据空间研究所，合肥综合性国家科学中心）

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

2509.06429 2025-09-09 cs.SE 57%

Analyzing the Instability of Large Language Models in Automated Bug Injection and Correction

Mehmet Bilal Er, Nagehan İlhan, Umut Kuran

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

2509.05899 2025-09-09 cs.LG cs.DB 57%

X-SQL: Expert Schema Linking and Understanding of Text-to-SQL with Multi-LLMs

Dazhi Peng

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

1. 代码生成 4096 篇

Towards Machine-Generated Code for the Resolution of User Intentions

VRPAgent: LLM-Driven Discovery of Heuristic Operators for Vehicle Routing Problems

POME: Post Optimization Model Edit via Muon-style Projection

LLM Hallucination Detection: HSAD

GUISpector: An MLLM Agent Framework for Automated Verification of Natural Language Requirements in GUI Prototypes

Bamboo: LLM-Driven Discovery of API-Permission Mappings in the Android Framework

CoDA: Agentic Systems for Collaborative Data Visualization

Model-Agnostic Correctness Assessment for LLM-Generated Code via Dynamic Internal Representation Selection

Vibe Coding in Practice: Motivations, Challenges, and a Future Outlook -- a Grey Literature Review

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

DyFlow: Dynamic Workflow Framework for Agentic Reasoning

MAS$^2$: Self-Generative, Self-Configuring, Self-Rectifying Multi-Agent Systems

PAT-Agent: Autoformalization for Model Checking

How are Scientific Concepts Birthed? Typing Rules of Concept Formation in Theoretical Physics Reasoning

When Instructions Multiply: Measuring and Estimating LLM Capabilities of Multiple Instructions Following

Investigating Security Implications of Automatically Generated Code on the Software Supply Chain

Large Language Models as End-to-end Combinatorial Optimization Solvers

OpenLens AI: Fully Autonomous Research Agent for Health Infomatics

From OCL to JSX: declarative constraint modeling in modern SaaS tools

Efficient Beam Search for Large Language Models Using Trie-Based Decoding

SynthCoder: A Synthetical Strategy to Tune LLMs for Code Completion

From Understanding to Generation: An Efficient Shortcut for Evaluating Language Models

Unlocking the Potential of Past Research: Using Generative AI to Reconstruct Healthcare Simulation Models

Code with Me or for Me? How Increasing AI Automation Transforms Developer Workflows

Developer-LLM Conversations: An Empirical Study of Interactions and Generated Code Quality

Teaching an Old LLM Secure Coding: Localized Preference Optimization on Distilled Preferences

SCoder: Iterative Self-Distillation for Bootstrapping Small-Scale Data Synthesizers to Empower Code LLMs

Unleashing the True Potential of LLMs: A Feedback-Triggered Self-Correction with Long-Term Multipath Decoding

Analyzing the Instability of Large Language Models in Automated Bug Injection and Correction

X-SQL: Expert Schema Linking and Understanding of Text-to-SQL with Multi-LLMs