代码大模型 / AI 编程

MCPTox: A Benchmark for Tool Poisoning Attack on Real-World MCP Servers

Zhiqiang Wang, Yichao Gao, Yanting Wang, Suyuan Liu, Haifeng Sun, Haoran Cheng, Guanquan Shi, Haohua Du, Xiangyang Li

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

Systematic FAIRness Assessment of Open Voice Biomarker Datasets for Mental Health and Neurodegenerative Diseases

Ishaan Mahapatra, Nihar R. Mahapatra

机构 * Haslett High School, Haslett, MI, USA Electrical \& Computer Eng., Michigan State University, East Lansing, MI, USA 纠错

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

Comments To appear in the Proceedings of the 28th International Conference on Text, Speech and Dialogue (TSD 2025), Erlangen, Germany, August 25-28, 2025

Help or Hurdle? Rethinking Model Context Protocol-Augmented Large Language Models

Wei Song, Haonan Zhong, Ziqi Ding, Jingling Xue, Yuekang Li

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

Game Reasoning Arena: A Framework and Benchmark for Assessing Reasoning Capabilities of Large Language Models via Game Play

Lucia Cipolina-Kun, Marianna Nezhurina, Jenia Jitsev

机构 * LAION Juelich Supercomputing Center (JSC)（LAION尤利奇超级计算机中心（JSC）） ； Research Center Juelich (FZJ)（尤利奇研究中心（FZJ）） 纠错

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

Medico 2025: Visual Question Answering for Gastrointestinal Imaging

Sushant Gautam, Vajira Thambawita, Michael Riegler, Pål Halvorsen, Steven Hicks

机构 * SimulaMet - Simula Metropolitan Center for Digital Engineering, Oslo, Norway（SimulaMet - Simula Metropolitan Center for Digital Engineering，挪威奥斯陆） ； Simula Research Laboratory, Oslo, Norway（Simula研究实验室，挪威奥斯陆） ； OsloMet - Oslo Metropolitan University, Oslo, Norway（OsloMet - 奥斯陆 Metropolitan 大学，挪威奥斯陆） 纠错

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

A Survey of Optimization Modeling Meets LLMs: Progress and Future Directions

Ziyang Xiao, Jingrong Xie, Lilin Xu, Shisi Guan, Jingyan Zhu, Xiongwei Han, Xiaojin Fu, WingYin Yu, Han Wu, Wei Shi, Qingcan Kang, Jiahui Duan, Tao Zhong, Mingxuan Yuan, Jia Zeng, Yuan Wang, Gang Chen, Dongxiang Zhang

机构 * The State Key Laboratory of Blockchain and Data Security, Zhejiang University（区块链与数据安全国家重点实验室，浙江大学） ； Huawei Noah’s Ark Lab（华为诺亚方舟实验室） ； School of Business, Singapore University of Social Sciences（新加坡国立大学商学院） ； Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security（杭州高新技术区（滨江）区块链与数据安全研究院） 纠错

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

eSASRec: Enhancing Transformer-based Recommendations in a Modular Fashion

Daria Tikhonovich, Nikita Zelinskiy, Aleksandr V. Petrov, Mayya Spirina, Andrei Semenov, Andrey V. Savchenko, Sergei Kuliev

机构 * Institute for Clarity in Documentation（文档清晰研究所） ； Inria Paris-Rocquencourt（巴黎-罗克琴库特研究所） ； Rajiv Gandhi University（拉贾·甘地大学） ； Tsinghua University（清华大学） ； Palmer Research Laboratories（帕勒尔研究实验室） ； Independent Researcher（独立研究者） ； Sber AI Lab（Sber人工智能实验室） 纠错

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

Comments Accepted at ACM RecSys 2025

STEPWISE-CODEX-Bench: Evaluating Complex Multi-Function Comprehension and Fine-Grained Execution Reasoning

Kaiwen Yan, Yuhang Chang, Zirui Guo, Yaling Mou, Jiang Ming, Jingwei Sun

专题命中 代码评测 ：program synthesis(abstract)；分类 cs.SE

Recent Advances in Speech Language Models: A Survey

Wenqian Cui, Dianzhi Yu, Xiaoqi Jiao, Ziqiao Meng, Guangyan Zhang, Qichao Wang, Yiwen Guo, Irwin King

机构 * Department of Computer Science and Engineering, The Chinese University of Hong Kong（计算机科学与工程系，香港中文大学） ； LIGHTSPEED STUDIOS ； National University of Singapore（新加坡国立大学） ； Tencent（腾讯） 纠错

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

Comments The reduced version of this paper has been accepted at ACL 2025

LaTCoder: Converting Webpage Design to Code with Layout-as-Thought

Yi Gui, Zhen Li, Zhongyi Zhang, Guohao Wang, Tianpeng Lv, Gaoyang Jiang, Yi Liu, Dongping Chen, Yao Wan, Hongyu Zhang, Wenbin Jiang, Xuanhua Shi, Hai Jin

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

Comments KDD 2025 v2

GUI-ReRank: Enhancing GUI Retrieval with Multi-Modal LLM-based Reranking

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

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

Vision-to-Music Generation: A Survey

Zhaokai Wang, Chenxi Bao, Le Zhuo, Jingrui Han, Yang Yue, Yihong Tang, Victor Shea-Jay Huang, Yue Liao

机构 * Shanghai Jiao Tong University（上海交通大学） ； Music Tech Lab, DynamiX（音乐科技实验室，DynamiX） ； Shanghai AI Laboratory（上海人工智能实验室） ； Beijing Film Academy（北京电影学院） ； Tsinghua University（清华大学） ； McGill University（麦吉尔大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

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

Journal ref ISMIR 2025 "A Survey on Vision to Music Generation: Methods, Datasets, Evaluation, and Challenges"

Out-of-Distribution Detection: A Task-Oriented Survey of Recent Advances

Shuo Lu, Yingsheng Wang, Lijun Sheng, Lingxiao He, Aihua Zheng, Jian Liang

机构 * NLPR \& MAIS, Institute of Automation, Chinese Academy of Sciences ； Anhui University Hefei China ； University of Science ； Anhui University 纠错

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

Comments Accepted to ACM Computing Surveys (CSUR) 2025

Importance Sampling is All You Need: Predict LLM's performance on new benchmark by reusing existing benchmark

Junjie Shi, Wei Ma, Shi Ying, Lingxiao Jiang, Yang liu, Bo Du

机构 * Nanyang Technological University（南洋理工大学） ； Singapore Management University（新加坡管理学院） ； Wuhan University（武汉大学） 纠错

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

Multi-Agent Game Generation and Evaluation via Audio-Visual Recordings

Alexia Jolicoeur-Martineau

机构 * Samsung SAIL Montréal（三星SAIL蒙特利尔） 纠错

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

Oedipus and the Sphinx: Benchmarking and Improving Visual Language Models for Complex Graphic Reasoning

Jianyi Zhang, Xu Ji, Ziyin Zhou, Yuchen Zhou, Shubo Shi, Haoyu Wu, Zhen Li, Shizhao Liu

机构 * Beijing Electronic Science & Technology Institute（北京电子科学技术研究所） 纠错

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

Multistream Network for LiDAR and Camera-based 3D Object Detection in Outdoor Scenes

Muhammad Ibrahim, Naveed Akhtar, Haitian Wang, Saeed Anwar, Ajmal Mian

机构 * Department of Computer Science, The University of Western Australia（西澳大学计算机科学系） ； School of Computing & Information Systems, The University of Melbourne（墨尔本大学计算与信息系） 纠错

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

Comments This paper has been accepted by IEEE/RSJ IROS 2025 for oral presentation on 19 Oct. 2025

Contextual Code Retrieval for Commit Message Generation: A Preliminary Study

Bo Xiong, Linghao Zhang, Chong Wang, Peng Liang

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

Comments The 19th ACM/IEEE International Symposium on Empirical Software Engineering and Measurement (ESEM)

NPUEval: Optimizing NPU Kernels with LLMs and Open Source Compilers

Sarunas Kalade, Graham Schelle

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

Specification and Evaluation of Multi-Agent LLM Systems -- Prototype and Cybersecurity Applications

Felix Härer

机构 * University of Applied Sciences Northwestern Switzerland（西北瑞士应用科学大学） 纠错

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

Comments This work has been submitted for publication. Copyright may be transferred. In this case, this version will be updated with a notice, according to the publisher's guidelines

CoDet-M4: Detecting Machine-Generated Code in Multi-Lingual, Multi-Generator and Multi-Domain Settings

Daniil Orel, Dilshod Azizov, Preslav Nakov

机构 * Mohamed bin Zayed University of Artificial Intelligence（莫莫德·宾·扎耶德人工智能大学） 纠错

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

Tackling the Abstraction and Reasoning Corpus with Vision Transformers: the Importance of 2D Representation, Positions, and Objects

Wenhao Li, Yudong Xu, Scott Sanner, Elias Boutros Khalil

机构 * University of Toronto（多伦多大学） ； Vector Institute for Artificial Intelligence（人工智能向量研究所） 纠错

专题命中 代码评测 ：program synthesis(abstract)；分类 cs.AI

Journal ref Transactions on Machine Learning Research (TMLR), 07/2025, https://openreview.net/forum?id=Al72Fp0rCg

Introducing the Swiss Food Knowledge Graph: AI for Context-Aware Nutrition Recommendation

Lubnaa Abdur Rahman, Ioannis Papathanail, Stavroula Mougiakakou

机构 * Graduate School for Cellular and Biomedical Sciences（细胞与生物医学研究生院） ； University of Bern（伯恩大学） 纠错

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

Comments 10 pages, 2 Figures, 7 tables

OpenCodeReasoning-II: A Simple Test Time Scaling Approach via Self-Critique

Wasi Uddin Ahmad, Somshubra Majumdar, Aleksander Ficek, Sean Narenthiran, Mehrzad Samadi, Jocelyn Huang, Siddhartha Jain, Vahid Noroozi, Boris Ginsburg

机构 * NVIDIA Santa Clara, CA 95051, USA（英伟达圣克拉拉分校） 纠错

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

Comments work in progress

CMQCIC-Bench: A Chinese Benchmark for Evaluating Large Language Models in Medical Quality Control Indicator Calculation

Guangya Yu, Yanhao Li, Zongying Jiang, Yuxiong Jin, Li Dai, Yupian Lin, Ruihui Hou, Weiyan Zhang, Yongqi Fan, Qi Ye, Jingping Liu, Tong Ruan

机构 * School of Information Science and Engineering, East China University of Science and Technology（信息科学与工程学院，东华大学） 纠错

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

Comments 2025 ACL Findings

CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs

Haoxi Li, Sikai Bai, Jie Zhang, Song Guo

机构 * HKUST（香港科技大学） 纠错

专题命中 代码评测 ：program synthesis(abstract)；分类 cs.LG

Comments 9 pages, 6 figures

DRBM-ClustNet: A Deep Restricted Boltzmann-Kohonen Architecture for Data Clustering

J. Senthilnath, Nagaraj G, Sumanth Simha C, Sushant Kulkarni, Meenakumari Thapa, Indiramma M, Jón Atli Benediktsson

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

Comments 14 pages, 7 figures

Journal ref IEEE Transactions on Neural Networks and Learning Systems 2024

Efficient Code LLM Training via Distribution-Consistent and Diversity-Aware Data Selection

Weijie Lyu, Sheng-Jun Huang, Xuan Xia

机构 * Nanjing University of Aeronautics and Astronautics（南京航空航天大学） ； Shenzhen Institute of Artificial Intelligence and Robotics for Society（深圳人工智能与机器人研究院） 纠错

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

A Hierarchical and Evolvable Benchmark for Fine-Grained Code Instruction Following with Multi-Turn Feedback

Guoliang Duan, Mingwei Liu, Yanlin Wang, Chong Wang, Xin Peng, Zibin Zheng

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

Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey

Zijun Gao, Haibao Liu, Lingbo Li

机构 * School of Engineering, University of Warwick（战争堡大学工程学院） ； School of Engineering and Materials Science, Queen Mary University of London（伦敦女王学院工程与材料科学学院） ； State Key Laboratory for Novel Software Technology, Nanjing University（南京大学新型软件技术国家重点实验室） ； Turing Intelligence Technology Limited（图灵智能科技有限公司） 纠错

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