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