代码大模型 / AI 编程

That's Deprecated! Understanding, Detecting, and Steering Knowledge Conflicts in Language Models for Code Generation

Jaesung Bae, Cameron Churchwell, Mitchell Hermon, Tsun-An Hsieh, Jocelyn Xu, Yekaterina Yegorova, Mark Hasegawa-Johnson, Heng Ji

机构 * 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(title,abstract)；分类 cs.CL、cs.AI、cs.LG

CosmoCore Affective Dream-Replay Reinforcement Learning for Code Generation

Santhosh Kumar Ravindran

机构 * Microsoft Corporation（微软公司） 纠错

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

Comments 12 pages

CodeCRDT: Observation-Driven Coordination for Multi-Agent LLM Code Generation

Sergey Pugachev

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

Comments 11 pages, 3 figures

CircuitGuard: Mitigating LLM Memorization in RTL Code Generation Against IP Leakage

Nowfel Mashnoor, Mohammad Akyash, Hadi Kamali, Kimia Azar

专题命中 代码生成 ：code generation(title,abstract)

AI for Distributed Systems Design: Scalable Cloud Optimization Through Repeated LLMs Sampling And Simulators

Jacopo Tagliabue

机构 * Jacopo Tagliabue（独立研究者） 纠错

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

Comments Pre-print IAAA workshop submission

NAACL2025 Tutorial: Adaptation of Large Language Models

Zixuan Ke, Yifei Ming, Shafiq Joty

机构 * Salesforce AI Research（Salesforce人工智能研究） 纠错

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

Comments NAACL2025 Tutorial

Lookahead Routing for Large Language Models

Canbin Huang, Tianyuan Shi, Yuhua Zhu, Ruijun Chen, Xiaojun Quan

机构 * School of Computer Science and Engineering, Sun Yat-sen University, China（中山大学计算机科学与工程学院） ； Shenzhen Loop Area Institute, China（深圳环湖研究所） 纠错

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

The Continuous Tensor Abstraction: Where Indices are Real

Jaeyeon Won, Willow Ahrens, Teodoro Fields Collin, Joel S. Emer, Saman Amarasinghe

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

Journal ref Proceedings of the ACM on Programming Languages, Volume 9, Issue OOPSLA2, 2025

MLR-Bench: Evaluating AI Agents on Open-Ended Machine Learning Research

Hui Chen, Miao Xiong, Yujie Lu, Wei Han, Ailin Deng, Yufei He, Jiaying Wu, Yibo Li, Yue Liu, Bryan Hooi

机构 * National University of Singapore（新加坡国立大学） ； University of California, Santa Barbara（加州大学圣巴巴拉分校） ； Singapore University of Technology and Design（新加坡科技设计大学） 纠错

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

Comments 49 pages, 9 figures. Accepted by NeurIPS 2025 D&B Track

Can LLMs Correct Themselves? A Benchmark of Self-Correction in LLMs

Guiyao Tie, Zenghui Yuan, Zeli Zhao, Chaoran Hu, Tianhe Gu, Ruihang Zhang, Sizhe Zhang, Junran Wu, Xiaoyue Tu, Ming Jin, Qingsong Wen, Lixing Chen, Pan Zhou, Lichao Sun

机构 * Huazhong University of Science and Technology（华中科技大学） ； Griffith University（格里菲斯大学） ； Squirrel Ai Learning（squirrel ai 学习） ； Shanghai Jiaotong University（上海交通大学） ； Lehigh University（莱斯大学） 纠错

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

Comments 47 pages, 25 figures, 10 tables

Trace: Securing Smart Contract Repository Against Access Control Vulnerability

Chong Chen, Jiachi Chen, Lingfeng Bao, David Lo, Yanlin Wang, Zhenyu Shan, Ting Chen, Guangqiang Yin, Jianxing Yu, Zibin Zheng

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

Active Cooling Device: A Flexible, Lab-Scale Experimental Unit to Develop Spatio-Temporal Temperature Control Strategies

Victor Oliveira Ferreira, Wiebke Mainville, Vincent Raymond, Jean-Michel Lamarre, Antoine Hamel, Mikael Vaillant, Moncef Chioua, Bruno Blais

专题命中 仓库级理解 ：repository(abstract)

A spectral library and census of near-infrared stellar large-amplitude variables from Palomar Gattini-IR

Nicholas Earley, Viraj Karambelkar, Mansi Kasliwal, Kishalay De, Lynne Hillenbrand, Roberto Soria, Aswin Suresh, Michael C. B. Ashley, Matthew J. Hankins, Anna M. Moore, Jamie Soon, Tony Travouillon

专题命中 仓库级理解 ：repository(abstract)

Comments 72 pages, 47 figures, 7 tables; Recommended for publication in PASP 2025-10-06