大模型推理能力

Coinvisor: An RL-Enhanced Chatbot Agent for Interactive Cryptocurrency Investment Analysis

Chong Chen, Ze Liu, Lingfeng Bao, Yanlin Wang, Ting Chen, Daoyuan Wu, Jiachi Chen

机构 * Zhejiang University（浙江大学） ； University of Electronic Science and Technology of China（电子科技大学） ； Sun Yat-sen University（中山大学） ； Lingnan University（岭大大学） 纠错

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

A Knapsack by Any Other Name: Presentation impacts LLM performance on NP-hard problems

Alex Duchnowski, Ellie Pavlick, Alexander Koller

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

Comments 24 pages, 6 figures, EMNLP 2025

SPIN-Bench: How Well Do LLMs Plan Strategically and Reason Socially?

Jianzhu Yao, Kevin Wang, Ryan Hsieh, Haisu Zhou, Tianqing Zou, Zerui Cheng, Zhangyang Wang, Pramod Viswanath

机构 * Princeton University（普林斯顿大学） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Sentient Foundation（Sentient基金会） 纠错

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

Comments 48 pages, 7 figures

ERA: Transforming VLMs into Embodied Agents via Embodied Prior Learning and Online Reinforcement Learning

Hanyang Chen, Mark Zhao, Rui Yang, Qinwei Ma, Ke Yang, Jiarui Yao, Kangrui Wang, Hao Bai, Zhenhailong Wang, Rui Pan, Mengchao Zhang, Jose Barreiros, Aykut Onol, ChengXiang Zhai, Heng Ji, Manling Li, Huan Zhang, Tong Zhang

机构 * UIUC（伊利诺伊大学香槟分校） ； Northwestern University（西北大学） ； Toyota Research Institute（丰田研究院） 纠错

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

ManiAgent: An Agentic Framework for General Robotic Manipulation

Yi Yang, Kefan Gu, Yuqing Wen, Hebei Li, Yucheng Zhao, Tiancai Wang, Xudong Liu

机构 * Beijing University of Technology（北京理工大学） ； Nanjing University（南京大学） ； University of Science and Technology of China（中国科学技术大学） ； Dexmal 纠错

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

Comments 8 pages, 6 figures, conference

MemGen: Weaving Generative Latent Memory for Self-Evolving Agents

Guibin Zhang, Muxin Fu, Shuicheng Yan

机构 * National University of Singapore（新加坡国立大学） 纠错

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

A Community-driven vision for a new Knowledge Resource for AI

Vinay K Chaudhri, Chaitan Baru, Brandon Bennett, Mehul Bhatt, Darion Cassel, Anthony G Cohn, Rina Dechter, Esra Erdem, Dave Ferrucci, Ken Forbus, Gregory Gelfond, Michael Genesereth, Andrew S. Gordon, Benjamin Grosof, Gopal Gupta, Jim Hendler, Sharat Israni, Tyler R. Josephson, Patrick Kyllonen, Yuliya Lierler, Vladimir Lifschitz, Clifton McFate, Hande K. McGinty, Leora Morgenstern, Alessandro Oltramari, Praveen Paritosh, Dan Roth, Blake Shepard, Cogan Shimzu, Denny Vrandečić, Mark Whiting, Michael Witbrock

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

Comments 17 pages

Executable Analytic Concepts as the Missing Link Between VLM Insight and Precise Manipulation

Mingyang Sun, Jiude Wei, Qichen He, Donglin Wang, Cewu Lu, Jianhua Sun

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

DiMA: An LLM-Powered Ride-Hailing Assistant at DiDi

Yansong Ning, Shuowei Cai, Wei Li, Jun Fang, Naiqiang Tan, Hua Chai, Hao Liu

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； Didichuxing Co. Ltd（滴滴出行有限公司） 纠错

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

Comments KDD 2025

Pushing Test-Time Scaling Limits of Deep Search with Asymmetric Verification

Weihao Zeng, Keqing He, Chuqiao Kuang, Xiaoguang Li, Junxian He

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； BUPT（北京邮电大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

专题命中 规划推理 ：test-time compute(abstract)；verifier(abstract)；分类 cs.AI

Multi-Agent Tool-Integrated Policy Optimization

Zhanfeng Mo, Xingxuan Li, Yuntao Chen, Lidong Bing

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

Comments Work in progress

Code World Models for General Game Playing

Wolfgang Lehrach, Daniel Hennes, Miguel Lazaro-Gredilla, Xinghua Lou, Carter Wendelken, Zun Li, Antoine Dedieu, Jordi Grau-Moya, Marc Lanctot, Atil Iscen, John Schultz, Marcus Chiam, Ian Gemp, Piotr Zielinski, Satinder Singh, Kevin P. Murphy

机构 * Google DeepMind（谷歌DeepMind） 纠错

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

Veri-R1: Toward Precise and Faithful Claim Verification via Online Reinforcement Learning

Qi He, Cheng Qian, Xiusi Chen, Bingxiang He, Yi R. Fung, Heng Ji

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Fudan University（复旦大学） ； Tsinghua University（清华大学） ； Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

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

AgenticRAG: Tool-Augmented Foundation Models for Zero-Shot Explainable Recommender Systems

Bo Ma, Hang Li, ZeHua Hu, XiaoFan Gui, LuYao Liu, Simon Liu

机构 * Department of Software \& Microelectronics Peking University Beijing, China ； Department of Software \& Microelectronics Peking University Beijing, China hangli\ ； Department of Software \& Microelectronics Peking University Beijing, China zehua\ ； Department of Software \& Microelectronics Peking University Beijing, China xiaofan\ ； Economic Law School China University of Political Science ； School of Computer Science Peking University Beijing, China 纠错

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

A-MemGuard: A Proactive Defense Framework for LLM-Based Agent Memory

Qianshan Wei, Tengchao Yang, Yaochen Wang, Xinfeng Li, Lijun Li, Zhenfei Yin, Yi Zhan, Thorsten Holz, Zhiqiang Lin, XiaoFeng Wang

机构 * Nanyang Technological University（南洋理工大学） ； University of Oxford（牛津大学） ； Max Planck Institute（马克斯·普朗克研究所） ； The Ohio State University（俄亥俄州立大学） 纠错

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

AdvEvo-MARL: Shaping Internalized Safety through Adversarial Co-Evolution in Multi-Agent Reinforcement Learning

Zhenyu Pan, Yiting Zhang, Zhuo Liu, Yolo Yunlong Tang, Zeliang Zhang, Haozheng Luo, Yuwei Han, Jianshu Zhang, Dennis Wu, Hong-Yu Chen, Haoran Lu, Haoyang Fang, Manling Li, Chenliang Xu, Philip S. Yu, Han Liu

机构 * Northwestern University（西北大学） ； University of Illinois at Chicago（伊利诺伊大学香槟分校） ； University of Rochester（罗切斯特大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

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

Solar PV Installation Potential Assessment on Building Facades Based on Vision and Language Foundation Models

Ruyu Liu, Dongxu Zhuang, Jianhua Zhang, Arega Getaneh Abate, Per Sieverts Nielsen, Ben Wang, Xiufeng Liu

机构 * Technical University of Denmark（技术大学） 纠错

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

A Hierarchical Agentic Framework for Autonomous Drone-Based Visual Inspection

Ethan Herron, Xian Yeow Lee, Gregory Sin, Teresa Gonzalez Diaz, Ahmed Farahat, Chetan Gupta

机构 * Hitachi America Ltd., R&D（日立美国有限公司研发部） 纠错

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

Reinforced Strategy Optimization for Conversational Recommender Systems via Network-of-Experts

Xiaoyan Zhao, Ming Yan, Yang Zhang, Yang Deng, Jian Wang, Fengbin Zhu, Yilun Qiu, Hong Cheng, Tat-Seng Chua

机构 * The Chinese University of Hong Kong（香港中文大学） ； University of Science and Technology of China（中国科学技术大学） ； National University of Singapore（新加坡国立大学） ； Singapore Management University（新加坡管理学院） ； The Hong Kong Polytechnic University（香港理工大学） 纠错

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

Toward an Unbiased Collective Memory for Efficient LLM-Based Agentic 6G Cross-Domain Management

Hatim Chergui, Miguel Catalan Cid, Pouria Sayyad Khodashenas, Daniel Camps Mur, Christos Verikoukis

机构 * i2CAT Foundation（i2CAT基金会） ； ISI/ATH ； University of Patras（帕特拉大学） 纠错

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

Comments 12 pages, 8 figures

SafeMind: Benchmarking and Mitigating Safety Risks in Embodied LLM Agents

Ruolin Chen, Yinqian Sun, Jihang Wang, Mingyang Lv, Qian Zhang, Yi Zeng

机构 * Brain-inspired Cognitive AI Lab, Institute of Automation, Chinese Academy of Sciences（脑启发认知AI实验室，自动化研究所，中国科学院） ； Beijing Key Laboratory of Safe AI and Superalignment（北京安全AI与超对齐关键实验室） ； Beijing Institute of AI Safety and Governance（北京AI安全与治理研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（人工智能学院，中国科学院大学） ； Long-term AI（长期AI） 纠错

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

K-Dense Analyst: Towards Fully Automated Scientific Analysis

Orion Li, Vinayak Agarwal, Summer Zhou, Ashwin Gopinath, Timothy Kassis

机构 * Biostate AI ； Bayosthiti AI 纠错

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

Fin-Ally: Pioneering the Development of an Advanced, Commonsense-Embedded Conversational AI for Money Matters

Sarmistha Das, Priya Mathur, Ishani Sharma, Sriparna Saha, Kitsuchart Pasupa, Alka Maurya

机构 * Department of Computer Science and Engineering, Indian Institute of Technology Patna, India（计算机科学与工程系，印度理工学院帕纳布分校） ； School of Information Technology, King Mongkut's Institute of Technology Ladkrabang, Thailand（信息科技学院，拉差班国王技术学院） ； CRISIL Limited, India（CRISIL有限公司） 纠错

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

No Black Boxes: Interpretable and Interactable Predictive Healthcare with Knowledge-Enhanced Agentic Causal Discovery

Xiaoxue Han, Pengfei Hu, Jun-En Ding, Chang Lu, Feng Liu, Yue Ning

机构 * Stevens Institute of Technology（史蒂文斯理工学院） 纠错

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

Comments EMNLP 2025

GUI Agents: A Survey

Dang Nguyen, Jian Chen, Yu Wang, Gang Wu, Namyong Park, Zhengmian Hu, Hanjia Lyu, Junda Wu, Ryan Aponte, Yu Xia, Xintong Li, Jing Shi, Hongjie Chen, Viet Dac Lai, Zhouhang Xie, Sungchul Kim, Ruiyi Zhang, Tong Yu, Mehrab Tanjim, Nesreen K. Ahmed, Puneet Mathur, Seunghyun Yoon, Lina Yao, Branislav Kveton, Jihyung Kil, Thien Huu Nguyen, Trung Bui, Tianyi Zhou, Ryan A. Rossi, Franck Dernoncourt

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

Comments Accepted to Findings of ACL 2025

Log2Plan: An Adaptive GUI Automation Framework Integrated with Task Mining Approach

Seoyoung Lee, Seonbin Yoon, Seongbeen Lee, Hyesoo Kim, Joo Yong Sim

机构 * Sookmyung Women's University（首尔女子大学） 纠错

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

AHA -- Predicting What Matters Next: Online Highlight Detection Without Looking Ahead

Aiden Chang, Celso De Melo, Stephanie M. Lukin

机构 * University of Southern California（南加州大学） ； DEVCOM Army Research Laboratory（陆军研究实验室） 纠错

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

Comments Accepted at NeurIPS 2025, 32 pages, 5 figures

Columbo: Expanding Abbreviated Column Names for Tabular Data Using Large Language Models

Ting Cai, Stephen Sheen, AnHai Doan

机构 * University of Wisconsin-Madison（威斯康星大学麦迪逊分校） 纠错

专题命中 规划推理 ：reasoning(abstract)；chain-of-thought(abstract)；分类 cs.CL

Comments Accepted to Findings of EMNLP 2025; 19 pages, 14 figures

Query-Centric Diffusion Policy for Generalizable Robotic Assembly

Ziyi Xu, Haohong Lin, Shiqi Liu, Ding Zhao

机构 * Department of Mechanical Engineering, Carnegie Mellon University（机械工程系，卡内基梅隆大学） 纠错

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

Comments 8 pages, 7 figures

OpenHA: A Series of Open-Source Hierarchical Agentic Models in Minecraft

Zihao Wang, Muyao Li, Kaichen He, Xiangyu Wang, Zhancun Mu, Anji Liu, Yitao Liang

机构 * Peking University（北京大学） ； National University of Singapore（新加坡国立大学） 纠错

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