大模型推理能力

Frequency Domain Unlocks New Perspectives for Abdominal Medical Image Segmentation

Kai Han, Siqi Ma, Chengxuan Qian, Jun Chen, Chongwen Lyu, Yuqing Song, Zhe Liu

机构 * School of Computer Science and Communication Engineering, Jiangsu University（江苏大学计算机科学与通信工程学院） 纠错

专题命中 逻辑推理 ：planning(abstract)

The Mechanical Yes-Man: Emancipatory AI Pedagogy in Higher Education

Linda Rocco

专题命中 逻辑推理 ：reasoning(abstract)

Comments 7 pages, 2 figures. To be published in Concreta journal n. 26, 2025

Journal ref Concreta n. 26 (2025)

MA-RAG: Multi-Agent Retrieval-Augmented Generation via Collaborative Chain-of-Thought Reasoning

Thang Nguyen, Peter Chin, Yu-Wing Tai

机构 * Dartmouth College（达特茅斯学院） 纠错

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

Wide-Horizon Thinking and Simulation-Based Evaluation for Real-World LLM Planning with Multifaceted Constraints

Dongjie Yang, Chengqiang Lu, Qimeng Wang, Xinbei Ma, Yan Gao, Yao Hu, Hai Zhao

机构 * Shanghai Jiao Tong University（上海交通大学） ； Xiaohongshu Inc.（小红书公司） 纠错

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

Comments Accepted by NeurIPS 2025 Spotlight

GRIP: A Unified Framework for Grid-Based Relay and Co-Occurrence-Aware Planning in Dynamic Environments

Ahmed Alanazi, Duy Ho, Yugyung Lee

机构 * University of Missouri–Kansas City（密苏里大学-堪萨斯城分校） ； California State University, Fullerton（加州州立大学Fullerton分校） 纠错

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

Comments 17 pages, 5 figures, 8 tables

Review of Inference-Time Scaling Strategies: Reasoning, Search and RAG

Zhichao Wang, Cheng Wan, Dong Nie

机构 * Inflection AI ； Georgia Institute of Technology（佐治亚理工学院） ； ChatAlpha AI 纠错

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

WebThinker: Empowering Large Reasoning Models with Deep Research Capability

Xiaoxi Li, Jiajie Jin, Guanting Dong, Hongjin Qian, Yongkang Wu, Ji-Rong Wen, Yutao Zhu, Zhicheng Dou

机构 * Renmin University of China（中国人民大学） ； BAAI（北京人工智能研究院） ； Huawei Poisson Lab（华为Poisson实验室） 纠错

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

Comments Accepted by NeurIPS 2025

Flow Matching-Based Autonomous Driving Planning with Advanced Interactive Behavior Modeling

Tianyi Tan, Yinan Zheng, Ruiming Liang, Zexu Wang, Kexin Zheng, Jinliang Zheng, Jianxiong Li, Xianyuan Zhan, Jingjing Liu

机构 * Institute for AI Industry Research (AIR), Tsinghua University（人工智能产业研究所（AIR），清华大学） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； The Chinese University of Hong Kong（香港中文大学） 纠错

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

Comments 26 pages, 6 figures. Accepted at NeurIPS 2025

Agents of Change: Self-Evolving LLM Agents for Strategic Planning

Nikolas Belle, Dakota Barnes, Alfonso Amayuelas, Ivan Bercovich, Xin Eric Wang, William Wang

机构 * University of California, Santa Barbara（加州大学圣巴巴拉分校） 纠错

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

CrunchLLM: Multitask LLMs for Structured Business Reasoning and Outcome Prediction

Rabeya Tus Sadia, Qiang Cheng

机构 * Department of Computer Science University of Kentucky（计算机科学系 俄亥俄大学） ； Department of Computer Science, Institute for Biomedical Informatics University of Kentucky（计算机科学系 生物医学信息学研究所 俄亥俄大学） 纠错

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

Reinforcement Learning-based Dynamic Adaptation for Sampling-Based Motion Planning in Agile Autonomous Driving

Alexander Langmann, Yevhenii Tokarev, Mattia Piccinini, Korbinian Moller, Johannes Betz

机构 * Professorship of Autonomous Vehicle Systems, TUM School of Engineering and Design, Technical University of Munich（自主车辆系统教授职位，TUM工程与设计学院，慕尼黑技术大学） ； Munich Institute of Robotics and Machine Intelligence (MIRMI)（慕尼黑机器人与机器智能研究所（MIRMI）） 纠错

专题命中 规划推理 ：planning(title,abstract)

Comments 8 pages, submitted to the IEEE ICRA 2026, Vienna, Austria

HealthFlow: A Self-Evolving AI Agent with Meta Planning for Autonomous Healthcare Research

Yinghao Zhu, Yifan Qi, Zixiang Wang, Lei Gu, Dehao Sui, Haoran Hu, Xichen Zhang, Ziyi He, Junjun He, Liantao Ma, Lequan Yu

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

Comments Code: https://github.com/yhzhu99/HealthFlow

Learning to Reason as Action Abstractions with Scalable Mid-Training RL

Shenao Zhang, Donghan Yu, Yihao Feng, Bowen Jin, Zhaoran Wang, John Peebles, Zirui Wang

机构 * Apple（苹果公司） ； Northwestern University（西北大学） 纠错

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

Unifying Tree Search Algorithm and Reward Design for LLM Reasoning: A Survey

Jiaqi Wei, Xiang Zhang, Yuejin Yang, Wenxuan Huang, Juntai Cao, Sheng Xu, Xiang Zhuang, Zhangyang Gao, Muhammad Abdul-Mageed, Laks V. S. Lakshmanan, Chenyu You, Wanli Ouyang, Siqi Sun

机构 * Zhejiang University（浙江大学） ； University of British Columbia（不列颠哥伦比亚大学） ； Fudan University（复旦大学） ； Stony Brook University（石溪大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 规划推理 ：reasoning(title)；分类 cs.CL

A Survey on Agentic Multimodal Large Language Models

Huanjin Yao, Ruifei Zhang, Jiaxing Huang, Jingyi Zhang, Yibo Wang, Bo Fang, Ruolin Zhu, Yongcheng Jing, Shunyu Liu, Guanbin Li, Dacheng Tao

机构 * Nanyang Technological University, Singapore（南洋理工大学，新加坡） ； Chinese University of Hong Kong, Shenzhen, China（香港中文大学（深圳）） ； Shenzhen Research Institute of Big Data, China（大数据研究 institute） ； Sun Yat-sen University, China（中山大学） ； City University of Hong Kong, China（香港城市大学） ； Communication University of China, China（通信大学） 纠错

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

Align2Act: Instruction-Tuned Models for Human-Aligned Autonomous Driving

Kanishkha Jaisankar, Sunidhi Tandel

机构 * New York University（纽约大学） 纠错

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

From Problem-Solving to Teaching Problem-Solving: Aligning LLMs with Pedagogy using Reinforcement Learning

David Dinucu-Jianu, Jakub Macina, Nico Daheim, Ido Hakimi, Iryna Gurevych, Mrinmaya Sachan

机构 * Department of Computer Science, ETH Zurich（苏黎世联邦理工学院计算机科学系） ； ETH AI Center（ETH人工智能中心） ； Ubiquitous Knowledge Processing Lab (UKP Lab), Department of Computer Science, Technical University of Darmstadt and National Research Center for Applied Cybersecurity ATHENE, Germany（达姆施塔特技术大学计算机科学系、应用网络安全国家研究中心ATHENE） 纠错

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

Comments Accepted to EMNLP 2025 Main as an oral presentation. David Dinucu-Jianu and Jakub Macina contributed equally. Code available: https://github.com/eth-lre/PedagogicalRL

DualTHOR: A Dual-Arm Humanoid Simulation Platform for Contingency-Aware Planning

Boyu Li, Siyuan He, Hang Xu, Haoqi Yuan, Yu Zang, Liwei Hu, Junpeng Yue, Zhenxiong Jiang, Pengbo Hu, Börje F. Karlsson, Yehui Tang, Zongqing Lu

专题命中 规划推理 ：planning(title)

Comments The experiments in the paper need to be further supplemented, and more methods should be considered for expansion

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

Building a Foundational Guardrail for General Agentic Systems via Synthetic Data

Yue Huang, Hang Hua, Yujun Zhou, Pengcheng Jing, Manish Nagireddy, Inkit Padhi, Greta Dolcetti, Zhangchen Xu, Subhajit Chaudhury, Ambrish Rawat, Liubov Nedoshivina, Pin-Yu Chen, Prasanna Sattigeri, Xiangliang Zhang

机构 * University of Notre Dame（诺特大学） ； MIT-IBM Watson AI Lab（MIT-IBM Watson AI实验室） ； University of Washington（华盛顿大学） ； Ca’ Foscari University of Venice（威尼斯卡福尔学院） ； IBM Research（IBM研究院） 纠错

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

Beyond the limitation of a single query: Train your LLM for query expansion with Reinforcement Learning

Shu Zhao, Tan Yu, Anbang Xu

机构 * NVIDIA（英伟达） ； Pennsylvania State University（宾夕法尼亚州立大学） 纠错

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

InterCorpRel-LLM: Enhancing Financial Relational Understanding with Graph-Language Models

Qianyou Sun, Jiexin Zheng, Bohan Jin, Lihua Chen, Yijie Peng

机构 * Guanghua School of Management, Peking University（北京大学光华管理学院） 纠错

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

Preference-Aware Memory Update for Long-Term LLM Agents

Haoran Sun, Zekun Zhang, Shaoning Zeng

机构 * Haoran Sun, Zekun Zhang, Shaoning Zeng（作者） 纠错

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

Jigsaw-R1: A Study of Rule-based Visual Reinforcement Learning with Jigsaw Puzzles

Zifu Wang, Junyi Zhu, Bo Tang, Zhiyu Li, Feiyu Xiong, Jiaqian Yu, Matthew B. Blaschko

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

Comments TMLR 2025

Argumentation-Based Explainability for Legal AI: Comparative and Regulatory Perspectives

Andrada Iulia Prajescu, Roberto Confalonieri

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

Scalable and Explainable Enterprise Knowledge Discovery Using Graph-Centric Hybrid Retrieval

Nilima Rao, Jagriti Srivastava, Pradeep Kumar Sharma, Hritvik Shrivastava

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

The Irrational Machine: Neurosis and the Limits of Algorithmic Safety

Daniel Howard

机构 * Howard Science Limited, Malvern, UK（霍华德科学有限公司，英国马尔文） ； QinetiQ Fellow, UK（QinetiQ Fellow，英国） ； Member of Senior Common Room, Pembroke College, University of Oxford（奥克斯福德大学彭伯里学院高级共同房间成员） 纠错

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

Comments 41 pages, 17 figures, 5 tables

Equity-Aware Geospatial AI for Forecasting Demand-Driven Hospital Locations in Germany

Piyush Pant, Marcellius William Suntoro, Ayesha Siddiqua, Muhammad Shehryaar Sharif, Daniyal Ahmed

机构 * Department of Computer Science, Saarland University（计算机科学系，萨尔兰大学） 纠错

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

Comments 7 pages. Application: https://equity-aware-geospatial-ai-project.streamlit.app/ Codebase: https://github.com/mwsyow/equity-aware-geospatial-ai-project/

MedCoAct: Confidence-Aware Multi-Agent Collaboration for Complete Clinical Decision

Hongjie Zheng, Zesheng Shi, Ping Yi

机构 * Shanghai Jiao Tong University（上海交通大学） ； Harbin Institute of Technology（哈尔滨工业大学） 纠错

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