大模型推理能力

CRAKEN: Cybersecurity LLM Agent with Knowledge-Based Execution

Minghao Shao, Haoran Xi, Nanda Rani, Meet Udeshi, Venkata Sai Charan Putrevu, Kimberly Milner, Brendan Dolan-Gavitt, Sandeep Kumar Shukla, Prashanth Krishnamurthy, Farshad Khorrami, Ramesh Karri, Muhammad Shafique

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Enhancing Large-Scale AI Training Efficiency: The C4 Solution for Real-Time Anomaly Detection and Communication Optimization

Jianbo Dong, Bin Luo, Jun Zhang, Pengcheng Zhang, Fei Feng, Yikai Zhu, Ang Liu, Zian Chen, Yi Shi, Hairong Jiao, Gang Lu, Yu Guan, Ennan Zhai, Wencong Xiao, Hanyu Zhao, Man Yuan, Siran Yang, Xiang Li, Jiamang Wang, Rui Men, Jianwei Zhang, Chang Zhou, Dennis Cai, Yuan Xie, Binzhang Fu

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

R1-Searcher++: Incentivizing the Dynamic Knowledge Acquisition of LLMs via Reinforcement Learning

Huatong Song, Jinhao Jiang, Wenqing Tian, Zhipeng Chen, Yuhuan Wu, Jiahao Zhao, Yingqian Min, Wayne Xin Zhao, Lei Fang, Ji-Rong Wen

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Similarity-Distance-Magnitude Universal Verification

Allen Schmaltz

机构 * Reexpress AI 纠错

专题命中 规划推理 ：test-time compute(abstract)；分类 cs.CL、cs.LG

Comments 36 pages (1 Figure, 8 Tables, 4 Algorithms, 5 Listings)

What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices

Zhi Chen, Qiguang Chen, Libo Qin, Qipeng Guo, Haijun Lv, Yicheng Zou, Wanxiang Che, Hang Yan, Kai Chen, Dahua Lin

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Research Center for Social Computing and Interactive Robotics（社会计算与交互机器人研究中心） ； Harbin Institute of Technology（哈尔滨工业大学） ； School of Computer Science and Engineering, Central South University（中南大学计算机科学与工程学院） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.AI

Comments ACL 2025 Camera Ready. Code is available at: https://github.com/WowCZ/LongMIT

Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering

Xiao Long, Liansheng Zhuang, Chen Shen, Shaotian Yan, Yifei Li, Shafei Wang

机构 * School of Cyberspace Science and Technology, University of Science and Technology of China (USTC)（信息科学与技术学院，中国科学技术大学） ； Peng Cheng Laboratory（鹏城实验室） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Modèles de Substitution pour les Modèles à base d'Agents : Enjeux, Méthodes et Applications

Paul Saves, Nicolas Verstaevel, Benoît Gaudou

机构 * Univ. Toulouse Capitole, IRIT, Toulouse, France（图卢兹大学，IRIT，图卢兹，法国） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments 12 pages, in French language. Les 33èmes Journées Francophones sur les Systèmes Multi-Agents (JFSMA 2025). 2025

J1: Exploring Simple Test-Time Scaling for LLM-as-a-Judge

Chi-Min Chan, Chunpu Xu, Jiaming Ji, Zhen Ye, Pengcheng Wen, Chunyang Jiang, Yaodong Yang, Wei Xue, Sirui Han, Yike Guo

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments 33 pages, 27 figures

Deploying Ten Thousand Robots: Scalable Imitation Learning for Lifelong Multi-Agent Path Finding

He Jiang, Yutong Wang, Rishi Veerapaneni, Tanishq Duhan, Guillaume Sartoretti, Jiaoyang Li

机构 * Robotics Institute, Carnegie Mellon University（卡内基梅隆大学机器人研究所） ； Department of Mechanical Engineering, National University of Singapore（新加坡国立大学机械工程系） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments Accepted by ICRA 2025

Do Large Language Models Know Conflict? Investigating Parametric vs. Non-Parametric Knowledge of LLMs for Conflict Forecasting

Apollinaire Poli Nemkova, Sarath Chandra Lingareddy, Sagnik Ray Choudhury, Mark V. Albert

机构 * University of North Texas（北卡罗来纳大学达勒姆分校） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.AI

Enhancing Aerial Combat Tactics through Hierarchical Multi-Agent Reinforcement Learning

Ardian Selmonaj, Oleg Szehr, Giacomo Del Rio, Alessandro Antonucci, Adrian Schneider, Michael Rüegsegger

机构 * Istituto Dalle Molle di Studi sull’Intelligenza Artificiale (IDSIA), USI-SUPSI（瑞士智能系统研究所（IDSIA）及USI-SUPSI） ； Armasuisse Science + Technology（Armasuisse科学与技术） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Published as journal chapter in Deep Learning Applications, Vol. 1, by Taylor & Francis

SEM: Reinforcement Learning for Search-Efficient Large Language Models

Zeyang Sha, Shiwen Cui, Weiqiang Wang

机构 * Ant Group（蚂蚁集团） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

UAV-VLA: Vision-Language-Action System for Large Scale Aerial Mission Generation

Oleg Sautenkov, Yasheerah Yaqoot, Artem Lykov, Muhammad Ahsan Mustafa, Grik Tadevosyan, Aibek Akhmetkazy, Miguel Altamirano Cabrera, Mikhail Martynov, Sausar Karaf, Dzmitry Tsetserukou

机构 * Skoltech（斯克利切夫斯克技术大学） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments HRI 2025

Show Me the Work: Fact-Checkers' Requirements for Explainable Automated Fact-Checking

Greta Warren, Irina Shklovski, Isabelle Augenstein

机构 * Department of Computer Science, University of Copenhagen（计算机科学系，哥本哈根大学） ； University of Copenhagen（哥本哈根大学） ； Linköping University（_linköping大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Conditionally accepted to CHI'25

Journal ref CHI '25: Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems, 2025, 1-21

Rapid AI-based generation of coverage paths for dispensing applications

Simon Baeuerle, Ian F. Mendonca, Kristof Van Laerhoven, Ralf Mikut, Andreas Steimer

机构 * Institute for Automation and Applied Informatics (IAI), Karlsruhe Institute of Technology (KIT)（自动化与应用信息技术研究所（IAI），卡尔斯鲁厄理工学院（KIT）） ； Robert Bosch GmbH（博世公司） ； Department of Electrical Engineering and Computer Science, University of Siegen（施皮茨学院电气工程与计算机科学系） ； Bosch Center for Artificial Intelligence (BCAI), Robert Bosch GmbH（博世人工智能中心（BCAI），博世公司） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

LiteWebAgent: The Open-Source Suite for VLM-Based Web-Agent Applications

Danqing Zhang, Balaji Rama, Jingyi Ni, Shiying He, Fu Zhao, Kunyu Chen, Arnold Chen, Junyu Cao

机构 * Rutgers University（罗格斯大学） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.AI

Generative Trajectory Stitching through Diffusion Composition

Yunhao Luo, Utkarsh A. Mishra, Yilun Du, Danfei Xu

机构 * Georgia Tech（佐治亚理工学院） ； Harvard University（哈佛大学） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Project page: https://comp-diffuser.github.io/

ResearchCodeAgent: An LLM Multi-Agent System for Automated Codification of Research Methodologies

Shubham Gandhi, Dhruv Shah, Manasi Patwardhan, Lovekesh Vig, Gautam Shroff

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.AI

Journal ref AI4Research Workshop @ AAAI 2025

DriveGPT: Scaling Autoregressive Behavior Models for Driving

Xin Huang, Eric M. Wolff, Paul Vernaza, Tung Phan-Minh, Hongge Chen, David S. Hayden, Mark Edmonds, Brian Pierce, Xinxin Chen, Pratik Elias Jacob, Xiaobai Chen, Chingiz Tairbekov, Pratik Agarwal, Tianshi Gao, Yuning Chai, Siddhartha Srinivasa

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments ICML 2025. 14 pages, 17 figures, 8 tables, and 1 video link

A Finite-State Controller Based Offline Solver for Deterministic POMDPs

Alex Schutz, Yang You, Matias Mattamala, Ipek Caliskanelli, Bruno Lacerda, Nick Hawes

机构 * University of Oxford（牛津大学） ； UK Atomic Energy Authority（英国原子能局） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments 9 pages, 6 figures. Appendix attached. To be published in Proceedings of IJCAI 2025. For code see http://github.com/ori-goals/DetMCVI

Artificial Intelligence for Personalized Prediction of Alzheimer's Disease Progression: A Survey of Methods, Data Challenges, and Future Directions

Gulsah Hancerliogullari Koksalmis, Bulent Soykan, Laura J. Brattain, Hsin-Hsiung Huang

机构 * Department of Industrial Engineering and Management Systems University of Central Florida（工业工程与管理系统系 佛罗里达中央大学） ； Institute for Simulation and Training University of Central Florida（模拟与培训研究所 佛罗里达中央大学） ； Department of Internal Medicine University of Central Florida（内科医学系 佛罗里达中央大学） ； Department of Statistics and Data Science University of Central Florida（统计学与数据科学系 佛罗里达中央大学） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments 25 pages, 11 figures

LocAgent: Graph-Guided LLM Agents for Code Localization

Zhaoling Chen, Xiangru Tang, Gangda Deng, Fang Wu, Jialong Wu, Zhiwei Jiang, Viktor Prasanna, Arman Cohan, Xingyao Wang

机构 * Yale University（耶鲁大学） ； University of Southern California（南加州大学） ； Stanford University（斯坦福大学） ； All Hands AI 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Correcting Negative Bias in Large Language Models through Negative Attention Score Alignment

Sangwon Yu, Jongyoon Song, Bongkyu Hwang, Hoyoung Kang, Sooah Cho, Junhwa Choi, Seongho Joe, Taehee Lee, Youngjune L. Gwon, Sungroh Yoon

机构 * Department of Electrical and Computer Engineering, Seoul National University（电子与计算机工程系，首尔国立大学） ； Samsung SDS, Korea（三星SDS，韩国） ； AIIS, ASRI, INMC, ISRC, and IPAI, Seoul National University（人工智能研究所、人工智能研究机构、智能网络中心、智能系统研究室和人工智能政策研究所，首尔国立大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments NAACL 2025 Oral

TALES: Text Adventure Learning Environment Suite

Christopher Zhang Cui, Xingdi Yuan, Ziang Xiao, Prithviraj Ammanabrolu, Marc-Alexandre Côté

机构 * University of California, San Diego（加州大学圣迭戈分校） ； Microsoft Research Montréal（微软研究院蒙特利尔分部） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

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 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Power Transformer Health Index and Life Span Assessment: A Comprehensive Review of Conventional and Machine Learning based Approaches

Syeda Tahreem Zahra, Syed Kashif Imdad, Sohail Khan, Sohail Khalid, Nauman Anwar Baig

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Rethinking Traffic Flow Forecasting: From Transition to Generatation

Li Shijiao, Ma Zhipeng, He Huajun, Chen Haiyue

机构 * Southwest Jiaotong University（西南交通大学） 纠错

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Exploring the Potential for Large Language Models to Demonstrate Rational Probabilistic Beliefs

Gabriel Freedman, Francesca Toni

机构 * Department of Computing, Imperial College London, UK（计算系，帝国理工学院伦敦分校） 纠错

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 8 pages, 4 figures

Interpersonal Theory of Suicide as a Lens to Examine Suicidal Ideation in Online Spaces

Soorya Ram Shimgekar, Violeta J. Rodriguez, Paul A. Bloom, Dong Whi Yoo, Koustuv Saha

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.AI

Can LLMs Leverage Observational Data? Towards Data-Driven Causal Discovery with LLMs

Yuni Susanti, Michael Färber

专题命中 规划推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Journal ref Causal-NeSy @ ESWC 2025