代码大模型 / AI 编程

Exploring Data-Efficient Adaptation of Large Language Models for Code Generation

Xue Jiang, Yihong Dong, Zhiyuan Fan, Zhi Jin, Wenpin Jiao, Ge Li

机构 * Key Laboratory of High Confidence Software Technologies (Peking University), Ministry of Education（高可信软件技术重点实验室（北京大学）） ； School of Computer Science, Peking University, Beijing（计算机学院（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 Accepted by TOSEM

Program Synthesis via Test-Time Transduction

Kang-il Lee, Jahyun Koo, Seunghyun Yoon, Minbeom Kim, Hyukhun Koh, Dongryeol Lee, Kyomin Jung

机构 * Dept. of ECE, Seoul National University（电子工程系，首尔国立大学） ； IPAI, Seoul National University（IPAI，首尔国立大学） ； Adobe Research（Adobe研究院） 纠错

专题命中 代码生成 ：program synthesis(title,abstract)；分类 cs.CL、cs.AI

Comments NeurIPS 2025

ReVeal: Self-Evolving Code Agents via Reliable Self-Verification

Yiyang Jin, Kunzhao Xu, Hang Li, Xueting Han, Yanmin Zhou, Cheng Li, Jing Bai

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

VAPU: System for Autonomous Legacy Code Modernization

Valtteri Ala-Salmi, Zeeshan Rasheed, Abdul Malik Sami, Muhammad Waseem, Kai-Kristian Kemell, Jussi Rasku, Mika Saari, Pekka Abrahamsson

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

Comments Table 13, figure 2

BlueCodeAgent: A Blue Teaming Agent Enabled by Automated Red Teaming for CodeGen AI

Chengquan Guo, Yuzhou Nie, Chulin Xie, Zinan Lin, Wenbo Guo, Bo Li

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

Proof2Silicon: Prompt Repair for Verified Code and Hardware Generation via Reinforcement Learning

Manvi Jha, Jiaxin Wan, Deming Chen

机构 * Electrical and Computer Engineering（电气与计算机工程系） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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

Exploring Influence Factors on LLM Suitability for No-Code Development of End User IoT Applications

Minghe Wang, Alexandra Kapp, Trever Schirmer, Tobias Pfandzelter, David Bermbach

专题命中 代码生成 ：code generation(abstract)

LLM Agents for Interactive Exploration of Historical Cadastre Data: Framework and Application to Venice

Tristan Karch, Jakhongir Saydaliev, Isabella Di Lenardo, Frédéric Kaplan

机构 * DH-Lab, EPFL, Lausanne, Switzerland（DH实验室，日内瓦联邦理工学院，洛桑，瑞士） 纠错

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

Comments Accepted in Cambridge press - Computational Humanities Research 2025

Journal ref Comput. humanit. res. 1 (2025) e11

InspectCoder: Dynamic Analysis-Enabled Self Repair through interactive LLM-Debugger Collaboration

Yunkun Wang, Yue Zhang, Guochang Li, Chen Zhi, Binhua Li, Fei Huang, Yongbin Li, Shuiguang Deng

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

Scalable, Explainable and Provably Robust Anomaly Detection with One-Step Flow Matching

Zhong Li, Qi Huang, Yuxuan Zhu, Lincen Yang, Mohammad Mohammadi Amiri, Niki van Stein, Matthijs van Leeuwen

机构 * The Leiden Institute of Advanced Computer Science (LIACS), Leiden University（莱顿先进计算机科学研究所（LIACS）、莱顿大学） ； Department of Computer Science, Rensselaer Polytechnic Institute（伦斯勒理工学院计算机科学系） ； The Intelligent Computing Research Center, Great Bay University（大湾大学智能计算研究中心） 纠错

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

Comments Paper accepted by NeurIPS 2025

EvaLearn: Quantifying the Learning Capability and Efficiency of LLMs via Sequential Problem Solving

Shihan Dou, Ming Zhang, Chenhao Huang, Jiayi Chen, Feng Chen, Shichun Liu, Yan Liu, Chenxiao Liu, Cheng Zhong, Zongzhang Zhang, Tao Gui, Chao Xin, Chengzhi Wei, Lin Yan, Yonghui Wu, Qi Zhang, Xuanjing Huang

机构 * Fudan University（复旦大学） ； ByteDance Seed（字节跳动种子） ； Nanjing University（南京大学） ； Shanghai Innovation Institute（上海创新研究院） ； Shanghai Collaborative Innovation Center of Intelligent Visual Computing（上海智能视觉计算协同创新中心） 纠错

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

Comments Accepted by NeurIPS 2025. 47 pages, 24 figures

IMB: An Italian Medical Benchmark for Question Answering

Antonio Romano, Giuseppe Riccio, Mariano Barone, Marco Postiglione, Vincenzo Moscato

机构 * University of Naples Federico II, Department of Electrical Engineering（那不勒斯费德里科二世大学电子工程系） ； Consorzio Interuniversitario Nazionale per l'Informatica (CINI) - ITEM National Lab（国家信息计算联合研究中心（CINI）- ITEM国家实验室） ； Northwestern University, Department of Computer Science, McCormick School of Engineering（西北大学计算机科学系，工程学院） 纠错

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

Journal ref CLIC-it 2025: Eleventh Italian Conference on Computational Linguistics, Cagliari, Italy, September 24-26, 2025

Is Implicit Knowledge Enough for LLMs? A RAG Approach for Tree-based Structures

Mihir Gupte, Paolo Giusto, Ramesh S

机构 * General Motors（通用汽车公司） 纠错

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

Comments Waiting for Conference Response

DART: A Structured Dataset of Regulatory Drug Documents in Italian for Clinical NLP

Mariano Barone, Antonio Laudante, Giuseppe Riccio, Antonio Romano, Marco Postiglione, Vincenzo Moscato

机构 * University of Naples Federico II, Department of Electrical Engineering（那不勒斯费德里科二世大学电气工程系） ； Consorzio Interuniversitario Nazionale per l'Informatica (CINI) - ITEM National Lab, Complesso Universitario Monte S.Angelo, Naples, Italy（国家信息计算联合研究所（CINI）- ITEM国家实验室，那不勒斯意大利大学综合体） ； Northwestern University, Department of Computer Science, McCormick School of Engineering（西北大学计算机科学系，麦科姆工程学院） 纠错

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

Journal ref ITADATA 2025: 4th Italian Conference on Big Data and Data Science, Turin, Italy, September 9-11, 2025

PEACE: Towards Efficient Project-Level Efficiency Optimization via Hybrid Code Editing

Xiaoxue Ren, Jun Wan, Yun Peng, Zhongxin Liu, Ming Liang, Dajun Chen, Wei Jiang, Yong Li

专题命中 仓库级理解 ：code generation(abstract)；分类 cs.SE

Journal ref ASE 2025

DrunkAgent: Stealthy Memory Corruption in LLM-Powered Recommender Agents

Shiyi Yang, Zhibo Hu, Xinshu Li, Chen Wang, Tong Yu, Xiwei Xu, Liming Zhu, Lina Yao

机构 * The University of New South Wales（新南威尔士大学） ； Macquarie University（麦考瑞大学） ； Adobe Research（Adobe研究） 纠错

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

Benchmarking 34 OpenKIM Nickel Potentials with an Emphasis on Surfaces and Extended Defects

Matthew Thoms, Hao Sun, Laurent Karim Béland

专题命中 仓库级理解 ：repository(abstract)

Comments 38 pages, 10 figures, to be submitted to computational materials science, code available at https://gitlab.com/mattmtl/ni-pots-tests

AI4DiTraRe: Building the BFO-Compliant Chemotion Knowledge Graph

Ebrahim Norouzi, Nicole Jung, Anna M. Jacyszyn, Jörg Waitelonis, Harald Sack

专题命中 仓库级理解 ：repository(abstract)

Comments 12 pages, 7 figures. Camera-ready version. Accepted to the 5th International Workshop on Scientific Knowledge: Representation, Discovery, and Assessment; 2 November 2025 - Nara, Japan; co-located with The 24th International Semantic Web Conference, ISWC 2025. Published in CEUR proceedings Vol-4065, pages 45-56