代码大模型 / AI 编程

LightGNN: Simple Graph Neural Network for Recommendation

Guoxuan Chen, Lianghao Xia, Chao Huang

机构 * University of Hong Kong（香港大学） 纠错

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

Comments Accepted to WSDM 2025

SALMONN-omni: A Standalone Speech LLM without Codec Injection for Full-duplex Conversation

Wenyi Yu, Siyin Wang, Xiaoyu Yang, Xianzhao Chen, Xiaohai Tian, Jun Zhang, Guangzhi Sun, Lu Lu, Yuxuan Wang, Chao Zhang

机构 * Tsinghua University（清华大学） ； ByteDance（字节跳动） ； University of Cambridge（剑桥大学） 纠错

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

GUI-G1: Understanding R1-Zero-Like Training for Visual Grounding in GUI Agents

Yuqi Zhou, Sunhao Dai, Shuai Wang, Kaiwen Zhou, Qinglin Jia, Jun Xu

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学 Gallagher人工智能学院） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

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

Enhancing Trust Management System for Connected Autonomous Vehicles Using Machine Learning Methods: A Survey

Qian Xu, Lei Zhang, Yixiao Liu

机构 * Key Laboratory of Road and Traffic Engineering, Ministry of Education, Tongji University（道路交通工程重点实验室，教育部，同济大学） ； College of Transportation, Tongji University（交通学院，同济大学） ； Shanghai Research Institute for Intelligent Autonomous Systems, Tongji University（上海智能自主系统研究院，同济大学） 纠错

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

Comments 31 pages, 9 figures

Elevating Semantic Exploration: A Novel Approach Utilizing Distributed Repositories

Valerio Bellandi

机构 * Università Degli Studi di Milano, Department of Computer Science（米兰大学计算机科学系） 纠错

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

Comments This paper has been accepted at the 6th International Conference on Recent Trends and Applications in Computer Science. It will appear in the proceedings

A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?

Qiyuan Zhang, Fuyuan Lyu, Zexu Sun, Lei Wang, Weixu Zhang, Wenyue Hua, Haolun Wu, Zhihan Guo, Yufei Wang, Niklas Muennighoff, Irwin King, Xue Liu, Chen Ma

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

Comments v3: Expand Agentic and SFT Chapters. Build Website for better visualization

2DXformer: Dual Transformers for Wind Power Forecasting with Dual Exogenous Variables

Yajuan Zhang, Jiahai Jiang, Yule Yan, Liang Yang, Ping Zhang

机构 * School of Artificial Intelligence, Hebei University of Technology, Tianjin, China（人工智能学院，河北工业大学，天津，中国） ； State Key Laboratory of Reliability and Intelligence of Electrical Equipment, Hebei University of Technology, Tianjin, China（电力设备可靠性与智能化国家重点实验室，河北工业大学，天津，中国） ； Hebei Province Key Laboratory of Big Data Calculation, Hebei University of Technology, Tianjin, China（河北省大数据计算重点实验室，河北工业大学，天津，中国） 纠错

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

Comments Accepted by ICDM 2024

Generative AI Act II: Test Time Scaling Drives Cognition Engineering

Shijie Xia, Yiwei Qin, Xuefeng Li, Yan Ma, Run-Ze Fan, Steffi Chern, Haoyang Zou, Fan Zhou, Xiangkun Hu, Jiahe Jin, Yanheng He, Yixin Ye, Yixiu Liu, Pengfei Liu

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

Comments v3: add the comparison to existing work part; fix some errors

GLaMoR: Consistency Checking of OWL Ontologies using Graph Language Models

Justin Mücke, Ansgar Scherp

机构 * Ulm University（乌尔姆大学） 纠错

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

The Rise of Small Language Models in Healthcare: A Comprehensive Survey

Muskan Garg, Shaina Raza, Shebuti Rayana, Xingyi Liu, Sunghwan Sohn

机构 * Artificial Intelligence & Informatics, Mayo Clinic（人工智能与信息学，梅奥诊所） ； Vector Institute（向量研究所） ； SUNY at Old Westbury（纽约旧西伯里州立大学） 纠错

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

Comments 35 pages, 7 tables, 5 figures

A Desideratum for Conversational Agents: Capabilities, Challenges, and Future Directions

Emre Can Acikgoz, Cheng Qian, Hongru Wang, Vardhan Dongre, Xiusi Chen, Heng Ji, Dilek Hakkani-Tür, Gokhan Tur

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 仓库级理解 ：repository(abstract)；分类 cs.CL、cs.AI

Open-Medical-R1: How to Choose Data for RLVR Training at Medicine Domain

Zhongxi Qiu, Zhang Zhang, Yan Hu, Heng Li, Jiang Liu

机构 * Research Institute of Trustworthy Autonomous Systems（可信自主系统研究 institute） 纠错

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

Comments 15 figures

Building AI Service Repositories for On-Demand Service Orchestration in 6G AI-RAN

Yun Tang, Mengbang Zou, Udhaya Chandhar Srinivasan, Obumneme Umealor, Dennis Kevogo, Benjamin James Scott, Weisi Guo

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

Comments 6 pages, three figures, one table, submitted to IEEE GlobeCOM 2025 for possible publication

ChatEMG: Synthetic Data Generation to Control a Robotic Hand Orthosis for Stroke

Jingxi Xu, Runsheng Wang, Siqi Shang, Ava Chen, Lauren Winterbottom, To-Liang Hsu, Wenxi Chen, Khondoker Ahmed, Pedro Leandro La Rotta, Xinyue Zhu, Dawn M. Nilsen, Joel Stein, Matei Ciocarlie

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

Comments 8 pages; accepted to RA-L in November 2024; published at RA-L in February 2025

A Survey on Mixture of Experts in Large Language Models

Weilin Cai, Juyong Jiang, Fan Wang, Jing Tang, Sunghun Kim, Jiayi Huang

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

Comments The first three authors contributed equally to this work; Accepted by TKDE

Journal ref IEEE Transactions on Knowledge and Data Engineering (TKDE) 2025

Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting

Reza Nematirad, Anil Pahwa, Balasubramaniam Natarajan

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

Comments Accepted at the AAAI 2025 Conference on Artificial Intelligence

Harnessing the Reasoning Economy: A Survey of Efficient Reasoning for Large Language Models

Rui Wang, Hongru Wang, Boyang Xue, Jianhui Pang, Shudong Liu, Yi Chen, Jiahao Qiu, Derek Fai Wong, Heng Ji, Kam-Fai Wong

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

Comments In Progress; Paper list Repo: https://github.com/DevoAllen/Awesome-Reasoning-Economy-Papers

QUAD: Quantization and Parameter-Efficient Tuning of LLM with Activation Decomposition

Yuxuan Hu, Xiaodong Chen, Cuiping Li, Hong Chen, Jing Zhang

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

Comments 18 pages, 8 figures, 8 tables

ConSol: Sequential Probability Ratio Testing to Find Consistent LLM Reasoning Paths Efficiently

Jaeyeon Lee, Guantong Qi, Matthew Brady Neeley, Zhandong Liu, Hyun-Hwan Jeong

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

MobilePlantViT: A Mobile-friendly Hybrid ViT for Generalized Plant Disease Image Classification

Moshiur Rahman Tonmoy, Md. Mithun Hossain, Nilanjan Dey, M. F. Mridha

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

Comments Submitted to a journal for peer-review under IEEE Transactions series

"Moralized" Multi-Step Jailbreak Prompts: Black-Box Testing of Guardrails in Large Language Models for Verbal Attacks

Libo Wang

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

Comments This paper has been submitted to Nature Machine Intelligence and OpenReview preprints. It has 7 pages of text, 3 figures, and 3 tables

BigDocs: An Open Dataset for Training Multimodal Models on Document and Code Tasks

Juan Rodriguez, Xiangru Jian, Siba Smarak Panigrahi, Tianyu Zhang, Aarash Feizi, Abhay Puri, Akshay Kalkunte, François Savard, Ahmed Masry, Shravan Nayak, Rabiul Awal, Mahsa Massoud, Amirhossein Abaskohi, Zichao Li, Suyuchen Wang, Pierre-André Noël, Mats Leon Richter, Saverio Vadacchino, Shubham Agarwal, Sanket Biswas, Sara Shanian, Ying Zhang, Noah Bolger, Kurt MacDonald, Simon Fauvel, Sathwik Tejaswi, Srinivas Sunkara, Joao Monteiro, Krishnamurthy DJ Dvijotham, Torsten Scholak, Nicolas Chapados, Sepideh Kharagani, Sean Hughes, M. Özsu, Siva Reddy, Marco Pedersoli, Yoshua Bengio, Christopher Pal, Issam Laradji, Spandana Gella, Perouz Taslakian, David Vazquez, Sai Rajeswar

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

Comments The project is hosted at https://bigdocs.github.io

Journal ref ICLR 2025 https://openreview.net/forum?id=UTgNFcpk0j

Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows

Fangyu Lei, Jixuan Chen, Yuxiao Ye, Ruisheng Cao, Dongchan Shin, Hongjin Su, Zhaoqing Suo, Hongcheng Gao, Wenjing Hu, Pengcheng Yin, Victor Zhong, Caiming Xiong, Ruoxi Sun, Qian Liu, Sida Wang, Tao Yu

专题命中 仓库级理解 ：code generation(abstract)；分类 cs.CL、cs.AI

Comments ICLR 2025 Oral

Automated Mapping of Vulnerability Advisories onto their Fix Commits in Open Source Repositories

Daan Hommersom, Antonino Sabetta, Bonaventura Coppola, Dario Di Nucci, Damian A. Tamburri

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

Quantization for OpenAI's Whisper Models: A Comparative Analysis

Allison Andreyev

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

Comments 7 pages

VORTEX: Challenging CNNs at Texture Recognition by using Vision Transformers with Orderless and Randomized Token Encodings

Leonardo Scabini, Kallil M. Zielinski, Emir Konuk, Ricardo T. Fares, Lucas C. Ribas, Kevin Smith, Odemir M. Bruno

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

AF-KAN: Activation Function-Based Kolmogorov-Arnold Networks for Efficient Representation Learning

Hoang-Thang Ta, Anh Tran

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

Comments 25 pages

Disparities in LLM Reasoning Accuracy and Explanations: A Case Study on African American English

Runtao Zhou, Guangya Wan, Saadia Gabriel, Sheng Li, Alexander J Gates, Maarten Sap, Thomas Hartvigsen

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

Comments ARR Under Review, First two authors contribute equally

AI-based association analysis for medical imaging using latent-space geometric confounder correction

Xianjing Liu, Bo Li, Meike W. Vernooij, Eppo B. Wolvius, Gennady V. Roshchupkin, Esther E. Bron

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

Comments Accepted by Medical Image Analysis

ReFocus: Reinforcing Mid-Frequency and Key-Frequency Modeling for Multivariate Time Series Forecasting

Guoqi Yu, Yaoming Li, Juncheng Wang, Xiaoyu Guo, Angelica I. Aviles-Rivero, Tong Yang, Shujun Wang

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

Comments Under Review