代码大模型 / AI 编程

2510.22849 2025-10-28 cs.CL cs.AI cs.LG 82%

Once Upon an Input: Reasoning via Per-Instance Program Synthesis

Adam Stein, Neelay Velingker, Mayur Naik, Eric Wong

机构 * University of Pennsylvania（宾夕法尼亚大学）

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

Comments Accepted at NeurIPS 2025. 34 pages, 7 figures

2406.00515 2025-10-28 cs.CL cs.AI cs.SE 82%

A Survey on Large Language Models for Code Generation

Juyong Jiang, Fan Wang, Jiasi Shen, Sungju Kim, Sunghun Kim

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州））

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

2510.22614 2025-10-28 cs.SE cs.AI 73%

Does In-IDE Calibration of Large Language Models work at Scale?

Roham Koohestani, Agnia Sergeyuk, David Gros, Claudio Spiess, Sergey Titov, Prem Devanbu, Maliheh Izadi

机构 * Delft University of Technology（代尔夫特理工大学）； JetBrains Research（JetBrains研究）； University of California, Davis（加州大学戴维斯分校）

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

Comments Under Review

2504.20434 2025-10-28 cs.SE cs.AI 62%

ARCS: Agentic Retrieval-Augmented Code Synthesis with Iterative Refinement

Manish Bhattarai, Miguel Cordova, Minh Vu, Javier Santos, Ismael Boureima, Dan O'Malley

机构 * Los Alamos National Laboratory（洛斯阿拉莫斯国家实验室）

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

2510.23208 2025-10-28 cs.LG cs.AI 62%

Increasing LLM Coding Capabilities through Diverse Synthetic Coding Tasks

Amal Abed, Ivan Lukic, Jörg K. H. Franke, Frank Hutter

机构 * University of Freiburg（弗赖堡大学）； ELLIS Institute Tübingen（图宾根ELLIS研究所）； Open-Sci Collective（开放科学集体）； LAION ； Prior Labs（Prior实验室）

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

Comments Presented at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: The 4th Deep Learning for Code Workshop (DL4C)

2508.20119 2025-10-28 cs.SE cs.LG 62%

LLM Agents for Generating Microservice-based Applications: how complex is your specification?

Daniel M. Yellin

机构 * post.runi.ac.il（runi学院）

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

Comments 24 pages + 5 pages appendices. 7 Figures. 10 Tables

2504.16485 2025-10-28 cs.SE cs.AI 62%

On Developers' Self-Declaration of AI-Generated Code: An Analysis of Practices

Syed Mohammad Kashif, Peng Liang, Amjed Tahir

机构 * School of Computer Science, Wuhan University（武汉大学计算机科学学院）； School of Mathematical and Computational Sciences, Massey University（马斯赛大学数学与计算科学学院）

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

Comments Preprint accepted for publication in ACM Transactions on Software Engineering and Methodology (TOSEM), 2025

2510.23272 2025-10-28 cs.CL 57%

Code Aesthetics with Agentic Reward Feedback

Bang Xiao, Lingjie Jiang, Shaohan Huang, Tengchao Lv, Yupan Huang, Xun Wu, Lei Cui, Furu Wei

机构 * Microsoft Research Asia（微软亚洲研究院）； Zhiyuan College（智远学院）； Shanghai Jiao Tong University（上海交通大学）； Peking University（北京大学）

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

Comments 30 pages, 7 figures

2505.23671 2025-10-28 cs.SE cs.AI cs.CL cs.LG 70%

GSO: Challenging Software Optimization Tasks for Evaluating SWE-Agents

Manish Shetty, Naman Jain, Jinjian Liu, Vijay Kethanaboyina, Koushik Sen, Ion Stoica

机构 * UC Berkeley（伯克利大学）

专题命中软件智能体：repository(abstract)；分类 cs.SE、cs.CL、cs.AI

Comments Website: https://gso-bench.github.io/

2409.18952 2025-10-28 cs.SE cs.LG 81%

RepairBench: Leaderboard of Frontier Models for Program Repair

André Silva, Martin Monperrus

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

Journal ref Proceedings of the International Workshop on Large Language Models for Code (LLM4Code), 2025

2305.10361 2025-10-28 cs.LG cs.AI cs.GT 62%

Human Choice Prediction in Language-based Persuasion Games: Simulation-based Off-Policy Evaluation

Eilam Shapira, Omer Madmon, Reut Apel, Moshe Tennenholtz, Roi Reichart

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

Comments Accepted for publication in Transactions of the Association for Computational Linguistics (TACL), 2025. Pre-MIT Press publication version

2510.22798 2025-10-28 cs.CL cs.LG 62%

VEHME: A Vision-Language Model For Evaluating Handwritten Mathematics Expressions

Thu Phuong Nguyen, Duc M. Nguyen, Hyotaek Jeon, Hyunwook Lee, Hyunmin Song, Sungahn Ko, Taehwan Kim

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

Comments EMNLP 2025. Project Website: https://vehme.github.io/

2505.12638 2025-10-28 q-bio.GN cs.AI cs.CE cs.LG 62%

ChromFound: Towards A Universal Foundation Model for Single-Cell Chromatin Accessibility Data

Yifeng Jiao, Yuchen Liu, Yu Zhang, Xin Guo, Yushuai Wu, Chen Jiang, Jiyang Li, Hongwei Zhang, Limei Han, Xin Gao, Yuan Qi, Yuan Cheng

机构 * Artificial Intelligence Innovation and Incubation Institute, Fudan University（复旦大学人工智能创新与孵化院）； Shanghai Academy of Artificial Intelligence for Science（上海人工智能科学研究院）； Computer, Electrical and Mathematical Sciences and Engineering Division, KAUST（卡塔尔大学计算机、电子与数学科学与工程系）； Center of Excellence for Smart Health, KAUST（卡塔尔大学智能健康卓越中心）； Center of Excellence on GenAI, KAUST（卡塔尔大学生成人工智能卓越中心）； Zhongshan Hospital, Fudan University（复旦大学中山医院）

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

2510.23271 2025-10-28 cs.CL 57%

Mubeen AI: A Specialized Arabic Language Model for Heritage Preservation and User Intent Understanding

Mohammed Aljafari, Ismail Alturki, Ahmed Mori, Yehya Kadumi

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

Comments 21 pages, 2 figures, 3 tables. Includes appendices on ethical guidelines and training framework. Submitted September 04, 2025

2510.22555 2025-10-28 cs.CR cs.LG 57%

Cross-Paradigm Graph Backdoor Attacks with Promptable Subgraph Triggers

Dongyi Liu, Jiangtong Li, Dawei Cheng, Changjun Jiang

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州））； Tongji University（同济大学）

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

2510.22530 2025-10-28 cs.SE 57%

Finding the Needle in the Crash Stack: Industrial-Scale Crash Root Cause Localization with AutoCrashFL

Sungmin Kang, Sumi Yun, Jingun Hong, Shin Yoo, Gabin An

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

Comments 11 pages, 8 figures, under review

2510.21999 2025-10-28 cs.AI 57%

Foundation of Intelligence: Review of Math Word Problems from Human Cognition Perspective

Zhenya Huang, Jiayu Liu, Xin Lin, Zhiyuan Ma, Shangzi Xue, Tong Xiao, Qi Liu, Yee Whye Teh, Enhong Chen

机构 * Department of Statistics, University of Oxford（统计学系、牛津大学）

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

2510.22359 2025-10-28 cs.CV 50%

EndoSfM3D: Learning to 3D Reconstruct Any Endoscopic Surgery Scene using Self-supervised Foundation Model

Changhao Zhang, Matthew J. Clarkson, Mobarak I. Hoque

机构 * UCL Hawkes Institute（UCL哈维斯研究所）； Department of Medical Physics（医学物理系）； Biomedical Engineering, University College London, UK（生物医学工程，伦敦大学学院，英国）； Division of Informatics, Imaging and Data Sciences, The University of Manchester, Manchester, UK（信息学、成像与数据科学部门，曼彻斯特大学，曼彻斯特，英国）

专题命中仓库级理解：repository(abstract)

Comments 11 pages

1. 代码生成 8 篇