大模型推理能力

AdaReasoner: Adaptive Reasoning Enables More Flexible Thinking in Large Language Models

Xiangqi Wang, Yue Huang, Yanbo Wang, Xiaonan Luo, Kehan Guo, Yujun Zhou, Xiangliang Zhang

机构 * University of Notre Dame（诺丁汉大学） ； MBZUAI（穆桑人工智能研究所） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Systematic Diagnosis of Brittle Reasoning in Large Language Models

V. S. Raghu Parupudi

机构 * University of California, San Diego（加州大学圣地亚哥分校） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Comments Submitted to NEURIPS-2025 MATHAI workshop

Learning to Disentangle Latent Reasoning Rules with Language VAEs: A Systematic Study

Yingji Zhang, Marco Valentino, Danilo S. Carvalho, André Freitas

机构 * Department of Computer Science, University of Manchester（曼彻斯特大学计算机科学系） ； School of Computer Science, University of Sheffield（谢菲尔德大学计算机科学学院） ； Idiap Research Institute（Idiap研究机构） ； Cancer Biomarker Centre, CRUK Manchester Institute（CRUK曼彻斯特研究所癌症生物标记中心） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；分类 cs.CL

Token-Level Policy Optimization: Linking Group-Level Rewards to Token-Level Aggregation via Markov Likelihood

Xingyu Lin, Yilin Wen, En Wang, Du Su, Wenbin Liu, Chenfu Bao, Zhonghou Lv

机构 * Baidu Inc（百度公司） ； College of Computer Science and Technology, Jilin University（吉林大学计算机科学与技术学院） ； Key Laboratory of Symbolic Computation and Knowledge Engineering of MOE, Jilin University（吉林大学教育部符号计算与知识工程重点实验室） ； State Key Laboratory of AI Safety, Institute of Computing Technology, Chinese Academy of Sciences（中国科学院人工智能安全国家重点实验室） 纠错

专题命中 数学推理 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL

CWM: An Open-Weights LLM for Research on Code Generation with World Models

FAIR CodeGen team, Jade Copet, Quentin Carbonneaux, Gal Cohen, Jonas Gehring, Jacob Kahn, Jannik Kossen, Felix Kreuk, Emily McMilin, Michel Meyer, Yuxiang Wei, David Zhang, Kunhao Zheng, Jordi Armengol-Estapé, Pedram Bashiri, Maximilian Beck, Pierre Chambon, Abhishek Charnalia, Chris Cummins, Juliette Decugis, Zacharias V. Fisches, François Fleuret, Fabian Gloeckle, Alex Gu, Michael Hassid, Daniel Haziza, Badr Youbi Idrissi, Christian Keller, Rahul Kindi, Hugh Leather, Gallil Maimon, Aram Markosyan, Francisco Massa, Pierre-Emmanuel Mazaré, Vegard Mella, Naila Murray, Keyur Muzumdar, Peter O'Hearn, Matteo Pagliardini, Dmitrii Pedchenko, Tal Remez, Volker Seeker, Marco Selvi, Oren Sultan, Sida Wang, Luca Wehrstedt, Ori Yoran, Lingming Zhang, Taco Cohen, Yossi Adi, Gabriel Synnaeve

机构 * Meta ； FAIR CodeGen Team（FAIR CodeGen团队） 纠错

专题命中 数学推理 ：reasoning(abstract)；planning(abstract)；分类 cs.AI、cs.LG

Comments 58 pages

P2P: A Poison-to-Poison Remedy for Reliable Backdoor Defense in LLMs

Shuai Zhao, Xinyi Wu, Shiqian Zhao, Xiaobao Wu, Zhongliang Guo, Yanhao Jia, Anh Tuan Luu

机构 * Nanyang Technological University, Singapore（南洋理工大学） ； Shanghai Jiao Tong University, Shanghai, China（上海交通大学） 纠错

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

DARO: Difficulty-Aware Reweighting Policy Optimization

Jingyu Zhou, Lu Ma, Hao Liang, Chengyu Shen, Bin Cui, Wentao Zhang

专题命中 数学推理 ：reasoning(abstract)；分类 cs.CL

MASA: LLM-Driven Multi-Agent Systems for Autoformalization

Lan Zhang, Marco Valentino, André Freitas

机构 * Department of Computer Science, University of Manchester（曼彻斯特大学计算机科学系） ； School of Computer Science, University of Sheffield（谢菲尔德大学计算机科学学院） ； Idiap Research Institute（Idiap研究 institute） ； National Biomarker Centre, CRUK Manchester Institute（国家生物标志物中心，CRUK曼彻斯特研究所） 纠错

专题命中 数学推理 ：reasoning(abstract)；分类 cs.CL

Comments EMNLP 2025 Demo camera-ready. Code and data are available at: https://github.com/lanzhang128/multi_agent_autoformalization

Don't Waste Mistakes: Leveraging Negative RL-Groups via Confidence Reweighting

Yunzhen Feng, Parag Jain, Anthony Hartshorn, Yaqi Duan, Julia Kempe

机构 * Meta Superintelligence Labs（Meta超智能实验室） ； New York University（纽约大学） 纠错

专题命中 数学推理 ：reasoning(abstract)；分类 cs.LG

Reasoning Large Language Model Errors Arise from Hallucinating Critical Problem Features

Alex Heyman, Joel Zylberberg

机构 * Department of Electrical Engineering and Computer Science（电气工程与计算机科学系） ； York University（约克大学） ； Jules Stein Eye Institute（朱利斯·斯坦眼科研究所） ； University of California（加州大学） ； University of California Los Angeles（加州大学洛杉矶分校） 纠错

专题命中 逻辑推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.AI、cs.LG

Comments 19 pages (9 excluding references and appendices); 9 figures (6 excluding appendices)

Hybrid Models for Natural Language Reasoning: The Case of Syllogistic Logic

Manuel Vargas Guzmán, Jakub Szymanik, Maciej Malicki

机构 * University of Warsaw（华沙大学） ； University of Trento（特伦托大学） ； Institute of Fundamental Technological Research, Polish Academy of Sciences（波兰科学院基础技术研究所） 纠错

专题命中 逻辑推理 ：reasoning(title,abstract)；logical reasoning(abstract)；分类 cs.CL、cs.LG

COMPASS: Enhancing Agent Long-Horizon Reasoning with Evolving Context

Guangya Wan, Mingyang Ling, Xiaoqi Ren, Rujun Han, Sheng Li, Zizhao Zhang

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

Comments Under Review for ACL

SwarmGPT: Combining Large Language Models with Safe Motion Planning for Drone Swarm Choreography

Martin Schuck, Dinushka Orrin Dahanaggamaarachchi, Ben Sprenger, Vedant Vyas, Siqi Zhou, Angela P. Schoellig

机构 * Learning Systems and Robotics Lab（学习系统与机器人实验室） ； Munich Institute of Robotics and Machine Intelligence（慕尼黑机器人与机器智能研究所） ； Technical University of Munich（慕尼黑技术大学） 纠错

专题命中 规划推理 ：planning(title,abstract)；reasoning(abstract)；分类 cs.AI

Comments Accepted at RA-L 2025

RE-Searcher: Robust Agentic Search with Goal-oriented Planning and Self-reflection

Daocheng Fu, Jianbiao Mei, Licheng Wen, Xuemeng Yang, Cheng Yang, Rong Wu, Tao Hu, Siqi Li, Yufan Shen, Xinyu Cai, Pinlong Cai, Botian Shi, Yong Liu, Yu Qiao

机构 * Fudan University（复旦大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Zhejiang University（浙江大学） ； Shanghai Innovation Institute（上海创新研究院） ； Shanghai Jiao Tong University（上海交通大学） ； Central South University（中南大学） 纠错

专题命中 规划推理 ：planning(title,abstract)；reasoning(abstract)；分类 cs.CL

Comments 15 pages, 7 figures

Adaptive Motion Planning via Contact-Based Intent Inference for Human-Robot Collaboration

Jiurun Song, Xiao Liang, Minghui Zheng

机构 * Department of Mechanical Engineering, Texas A&M University（机械工程系，德克萨斯A&M大学） ； Department of Civil and Environmental Engineering, Texas A&M University（土木与环境工程系，德克萨斯A&M大学） 纠错

专题命中 规划推理 ：planning(title,abstract)；reasoning(abstract)

Spatiotemporal Forecasting as Planning: A Model-Based Reinforcement Learning Approach with Generative World Models

Hao Wu, Yuan Gao, Xingjian Shi, Shuaipeng Li, Fan Xu, Fan Zhang, Zhihong Zhu, Weiyan Wang, Xiao Luo, Kun Wang, Xian Wu, Xiaomeng Huang

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

Maximizing UAV Cellular Connectivity with Reinforcement Learning for BVLoS Path Planning

Mehran Behjati, Rosdiadee Nordin, Nor Fadzilah Abdullah

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

Comments Submitted to an IEEE Conference

AniME: Adaptive Multi-Agent Planning for Long Animation Generation

Lisai Zhang, Baohan Xu, Siqian Yang, Mingyu Yin, Jing Liu, Chao Xu, Siqi Wang, Yidi Wu, Yuxin Hong, Zihao Zhang, Yanzhang Liang, Yudong Jiang

机构 * Bilibili. Inc China（哔哩哔哩公司） 纠错

专题命中 规划推理 ：planning(title)；分类 cs.AI

Comments 2 pages, Technical Report

Dyna-Mind: Learning to Simulate from Experience for Better AI Agents

Xiao Yu, Baolin Peng, Michel Galley, Hao Cheng, Qianhui Wu, Janardhan Kulkarni, Suman Nath, Zhou Yu, Jianfeng Gao

机构 * Columbia University（哥伦比亚大学） ； Microsoft Research（微软研究院） 纠错

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

Guiding Exploration in Reinforcement Learning Through LLM-Augmented Observations

Vaibhav Jain, Gerrit Grossmann

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

Comments Accepted to LM4Plan Workshop @ ICAPS 2025 (withdrawn before presentation due to lack of travel funding)

Optimizing delivery for quick commerce factoring qualitative assessment of generated routes

Milon Bhattacharya, Milan Kumar

机构 * Dept. of Production & Operations Management, IIM Visakhapatnam（生产与运营管理系，IIM维萨卡帕坦姆） 纠错

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

DDO: Dual-Decision Optimization for LLM-Based Medical Consultation via Multi-Agent Collaboration

Zhihao Jia, Mingyi Jia, Junwen Duan, Jianxin Wang

机构 * Hunan Provincial Key Lab on Bioinformatics, School of Computer Science and Engineering, Central South University（湖南生物信息省级重点实验室，计算机科学与工程学院，中南大学） 纠错

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

Comments Accepted to EMNLP 2025

Towards Safer and Understandable Driver Intention Prediction

Mukilan Karuppasamy, Shankar Gangisetty, Shyam Nandan Rai, Carlo Masone, C V Jawahar

机构 * IIIT Hyderabad（海得拉巴印度理工学院） ； Politecnico di Torino（托里诺理工学院） 纠错

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

Comments 10 pages

ConPoSe: LLM-Guided Contact Point Selection for Scalable Cooperative Object Pushing

Noah Steinkrüger, Nisarga Nilavadi, Wolfram Burgard, Tanja Katharina Kaiser

机构 * Department of Computer Science and Artificial Intelligence, University of Technology Nuremberg（计算机科学与人工智能系，图恩大学） 纠错

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

RA-Gen: A Controllable Code Generation Framework Using ReAct for Multi-Agent Task Execution

Aofan Liu, Haoxuan Li, Bin Wang, Ao Yang, Hui Li

机构 * School of Electronic and Computer Engineering, Peking University（电子与计算机工程学院，北京大学） ； Guangdong Provincial Key Laboratory of Ultra High Definition Immersive Media Technology（超高清沉浸媒体技术省重点实验室） ； Shenzhen Graduate School, Peking University（深圳研究生院，北京大学） ； Shenzhen International Graduate School, Tsinghua University（深圳国际研究生院，清华大学） 纠错

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

Mem4Nav: Boosting Vision-and-Language Navigation in Urban Environments with a Hierarchical Spatial-Cognition Long-Short Memory System

Lixuan He, Haoyu Dong, Zhenxing Chen, Yangcheng Yu, Jie Feng, Yong Li

专题命中 视觉空间推理 ：reasoning(abstract)；planning(abstract)；分类 cs.CL、cs.AI

Comments The paper is currently under investigation regarding concerns of potential academic misconduct. While the investigation is ongoing, the authors have voluntarily requested to withdraw the manuscript

AMFT: Aligning LLM Reasoners by Meta-Learning the Optimal Imitation-Exploration Balance

Lixuan He, Jie Feng, Yong Li

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments The paper is currently under investigation regarding concerns of potential academic misconduct. While the investigation is ongoing, the authors have voluntarily requested to withdraw the manuscript

Beyond CNNs: Efficient Fine-Tuning of Multi-Modal LLMs for Object Detection on Low-Data Regimes

Nirmal Elamon, Rouzbeh Davoudi

机构 * Artificial Creative intelligence (ACI)（人工创意智能（ACI）） ； Expedia Group（Expedia集团） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.AI

Nav-EE: Navigation-Guided Early Exiting for Efficient Vision-Language Models in Autonomous Driving

Haibo Hu, Lianming Huang, Xinyu Wang, Yufei Cui, Shangyu Wu, Nan Guan, Chun Jason Xue

机构 * Department of Computer Science, City University of Hong Kong（香港城市大学计算机科学系） ； Department of Computer Science, McGill University（麦吉尔大学计算机科学系） ； Department of Computer Science, Mohamed bin Zayed University of Artificial Intelligence（马尔代夫穆罕默德· bin·扎耶德人工智能大学计算机科学系） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.AI

FOGMACHINE -- Leveraging Discrete-Event Simulation and Scene Graphs for Modeling Hierarchical, Interconnected Environments under Partial Observations from Mobile Agents

Lars Ohnemus, Nils Hantke, Max Weißer, Kai Furmans

机构 * Institute for Material Handling and Logistics, Karlsruhe Institute of Technology（材料搬运与物流研究所，卡尔斯鲁厄技术大学） 纠错

专题命中 视觉空间推理 ：planning(abstract)

Comments submitted to the IEEE for possible publication; 8 pages, 3 figures, 1 table