代码大模型 / AI 编程

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

Are Large Language Models Capable of Deep Relational Reasoning? Insights from DeepSeek-R1 and Benchmark Comparisons

Chi Chiu So, Yueyue Sun, Jun-Min Wang, Siu Pang Yung, Anthony Wai Keung Loh, Chun Pong Chau

机构 * School of Professional Education and Executive Development（专业教育与执行发展学院） ； The Hong Kong Polytechnic University（香港理工大学） ； School of Mathematics and Statistics（数学与统计学学院） ； Beijing Institute of Technology（北京理工大学） ； Department of Mathematics（数学系） ； The University of Hong Kong（香港大学） 纠错

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

Comments 10 pages, 0 figures, accepted by 2025 IEEE international conference on artificial intelligence testing (AITest)

Are We There Yet? A Brief Survey of Music Emotion Prediction Datasets, Models and Outstanding Challenges

Jaeyong Kang, Dorien Herremans

机构 * Information Systems Technology and Design Pillar（信息系统技术与设计学院） 纠错

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

Journal ref IEEE Transactions on Affective Computing (2025)

medicX-KG: A Knowledge Graph for Pharmacists' Drug Information Needs

Lizzy Farrugia, Lilian M. Azzopardi, Jeremy Debattista, Charlie Abela

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

SafeGenBench: A Benchmark Framework for Security Vulnerability Detection in LLM-Generated Code

Xinghang Li, Jingzhe Ding, Chao Peng, Bing Zhao, Xiang Gao, Hongwan Gao, Xinchen Gu

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

Comprehensive Verilog Design Problems: A Next-Generation Benchmark Dataset for Evaluating Large Language Models and Agents on RTL Design and Verification

Nathaniel Pinckney, Chenhui Deng, Chia-Tung Ho, Yun-Da Tsai, Mingjie Liu, Wenfei Zhou, Brucek Khailany, Haoxing Ren

机构 * NVIDIA 纠错

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

Comments 16 pages with appendix

MLLM-Based UI2Code Automation Guided by UI Layout Information

Fan Wu, Cuiyun Gao, Shuqing Li, Xin-Cheng Wen, Qing Liao

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

Comments Accepted by the 34th International Symposium on Software Testing and Analysis (ISSTA 2025)

ViCrit: A Verifiable Reinforcement Learning Proxy Task for Visual Perception in VLMs

Xiyao Wang, Zhengyuan Yang, Chao Feng, Yongyuan Liang, Yuhang Zhou, Xiaoyu Liu, Ziyi Zang, Ming Li, Chung-Ching Lin, Kevin Lin, Linjie Li, Furong Huang, Lijuan Wang

机构 * University of Maryland College Park（马里兰大学学院市分校） ； Microsoft（微软） ； University of Michigan（密歇根大学） ； Cardiff University（卡迪夫大学） 纠错

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

VeriContaminated: Assessing LLM-Driven Verilog Coding for Data Contamination

Zeng Wang, Minghao Shao, Jitendra Bhandari, Likhitha Mankali, Ramesh Karri, Ozgur Sinanoglu, Muhammad Shafique, Johann Knechtel

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

An Empirical Evaluation of Pre-trained Large Language Models for Repairing Declarative Formal Specifications

Mohannad Alhanahnah, Md Rashedul Hasan, Lisong Xu, Hamid Bagheri

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

SlideCoder: Layout-aware RAG-enhanced Hierarchical Slide Generation from Design

Wenxin Tang, Jingyu Xiao, Wenxuan Jiang, Xi Xiao, Yuhang Wang, Xuxin Tang, Qing Li, Yuehe Ma, Junliang Liu, Shisong Tang, Michael R. Lyu

机构 * Tsinghua University（清华大学） ； The Chinese University of Hong Kong（香港中文大学） ； Northeastern University（东北大学） ； Southwest University（西南大学） ； Kuaishou Technology（快手科技） ； Peng Cheng Laboratory（鹏城实验室） ； BNU-HKBU United International College（北京师范大学-香港 Baptist University联合国际学院） ； Dalian Maritime University（大连海事大学） 纠错

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