大模型推理能力

PPMI: Privacy-Preserving LLM Interaction with Socratic Chain-of-Thought Reasoning and Homomorphically Encrypted Vector Databases

Yubeen Bae, Minchan Kim, Jaejin Lee, Sangbum Kim, Jaehyung Kim, Yejin Choi, Niloofar Mireshghallah

机构 * Seoul National University（首尔国立大学） ； Stanford University（斯坦福大学） ； NVIDIA（英伟达） ； University of Washington（华盛顿大学） 纠错

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

Comments 29 pages

LLM Strategic Reasoning: Agentic Study through Behavioral Game Theory

Jingru Jia, Zehua Yuan, Junhao Pan, Paul E. McNamara, Deming Chen

机构 * University of Illinois at 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(title,abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.AI、cs.LG

Comments Accepted by NeurIPS 2025

Don't Just Search, Understand: Semantic Path Planning Agent for Spherical Tensegrity Robots in Unknown Environments

Junwen Zhang, Changyue Liu, Pengqi Fu, Xiang Guo, Ye Shi, Xudong Liang, Zhijian Wang, Hanzhi Ma

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

Comments 8 pages, 5 figures

Elicit and Enhance: Advancing Multimodal Reasoning in Medical Scenarios

Zhongzhen Huang, Linjie Mu, Yakun Zhu, Xiangyu Zhao, Shaoting Zhang, Xiaofan Zhang

机构 * Shanghai Jiao Tong University（上海交通大学） 纠错

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

TPS-Bench: Evaluating AI Agents' Tool Planning \& Scheduling Abilities in Compounding Tasks

Hanwen Xu, Xuyao Huang, Yuzhe Liu, Kai Yu, Zhijie Deng

机构 * Shanghai Jiaotong University（上海交通大学） 纠错

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

Learning to Seek Evidence: A Verifiable Reasoning Agent with Causal Faithfulness Analysis

Yuhang Huang, Zekai Lin, Fan Zhong, Lei Liu

机构 * Institute of Biomedical Science, Fudan University（复旦大学生物医学研究院） ； Fudan University（复旦大学） ； Intelligent Medicine Institute, Fudan University（复旦大学智能医学研究院） ； Shanghai Institute of Infectious Disease and Biosecurity, Fudan University（复旦大学传染病与生物安全研究所） ； Shanghai Institute of Stem Cell Research and Clinical Translation, Fudan University（复旦大学干细胞研究与临床转化研究所） 纠错

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

Comments 12 pages, 3 figures. Under review at the Conference on Computer Vision and Pattern Recognition (CVPR) 2026

Reasoning by Superposition: A Theoretical Perspective on Chain of Continuous Thought

Hanlin Zhu, Shibo Hao, Zhiting Hu, Jiantao Jiao, Stuart Russell, Yuandong Tian

机构 * UC Berkeley（伯克利大学） ； UCSD（加州大学圣达菲分校） ； Meta AI 纠错

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

Comments 26 pages, 7 figures, NeurIPS 2025

Towards Transparent Reasoning: What Drives Faithfulness in Large Language Models?

Teague McMillan, Gabriele Dominici, Martin Gjoreski, Marc Langheinrich

机构 * ETH Zurich（苏黎世联邦理工学院） ； Università della Svizzera italiana（瑞士意大利大学） 纠错

专题命中 规划推理 ：reasoning(title)；分类 cs.CL

Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: NeurIPS 2025 Workshop on Evaluating the Evolving LLM Lifecycle: Benchmarks, Emergent Abilities, and Scaling

A Self-Evolving AI Agent System for Climate Science

Zijie Guo, Jiong Wang, Fenghua Ling, Wangxu Wei, Xiaoyu Yue, Zhe Jiang, Wanghan Xu, Jing-Jia Luo, Lijing Cheng, Yoo-Geun Ham, Fengfei Song, Pierre Gentine, Toshio Yamagata, Ben Fei, Wenlong Zhang, Xinyu Gu, Chao Li, Yaqiang Wang, Tao Chen, Wanli Ouyang, Bowen Zhou, Lei Bai

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

Aligning LLM agents with human learning and adjustment behavior: a dual agent approach

Tianming Liu, Jirong Yang, Yafeng Yin, Manzi Li, Linghao Wang, Zheng Zhu

机构 * Department of Civil and Environmental Engineering, University of Michigan, Ann Arbor, United States（美国密歇根大学土木与环境工程系） ； Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, United States（美国密歇根大学电气工程与计算机科学系） ； College of Civil Engineering and Architecture, Zhejiang University, Hangzhou, China（浙江大学建筑工程学院） 纠错

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

Comments 32 pages, 6 figures, 7 tables

InnovatorBench: Evaluating Agents' Ability to Conduct Innovative LLM Research

Yunze Wu, Dayuan Fu, Weiye Si, Zhen Huang, Mohan Jiang, Keyu Li, Shijie Xia, Jie Sun, Tianze Xu, Xiangkun Hu, Pengrui Lu, Xiaojie Cai, Lyumanshan Ye, Wenhong Zhu, Yang Xiao, Pengfei Liu

机构 * SJTU（上海交通大学） ； SII（新加坡理工学院） ； GAIR（谷歌人工智能研究） 纠错

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

Knowledge Elicitation with Large Language Models for Interpretable Cancer Stage Identification from Pathology Reports

Yeawon Lee, Christopher C. Yang, Chia-Hsuan Chang, Grace Lu-Yao

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

Lares: LLM-driven Code Slice Semantic Search for Patch Presence Testing

Siyuan Li, Yaowen Zheng, Hong Li, Jingdong Guo, Chaopeng Dong, Chunpeng Yan, Weijie Wang, Yimo Ren, Limin Sun, Hongsong Zhu

专题命中 规划推理 ：reasoning(abstract)；logical reasoning(abstract)

DEEP: A Discourse Evolution Engine for Predictions about Social Movements

Valerio La Gatta, Marco Postiglione, Jeremy Gilbert, Daniel W. Linna, Morgan Manella Greenfield, Aaron Shaw, V. S. Subrahmanian

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

Comments Accepted for publication at IAAI 2026. The final version will be available in the AAAI proceedings

Sherlock: Reliable and Efficient Agentic Workflow Execution

Yeonju Ro, Haoran Qiu, Íñigo Goiri, Rodrigo Fonseca, Ricardo Bianchini, Aditya Akella, Zhangyang Wang, Mattan Erez, Esha Choukse

专题命中 规划推理 ：reasoning(abstract)；verifier(abstract)

Plan-and-Write: Structure-Guided Length Control for LLMs without Model Retraining

Adewale Akinfaderin, Shreyas Subramanian, Akarsha Sehwag

机构 * Amazon Web Services（亚马逊网络服务） 纠错

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

Comments Presented at Workshop on Prompt Optimization, KDD 2025, Toronto, Canada

Where to Search: Measure the Prior-Structured Search Space of LLM Agents

Zhuo-Yang Song

机构 * School of Physics, Peking University（物理学院，北京大学） 纠错

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

Comments 11 pages, 4 figures, 1 table

GTAlign: Game-Theoretic Alignment of LLM Assistants for Social Welfare

Siqi Zhu, David Zhang, Pedro Cisneros-Velarde, Jiaxuan You

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； VMware Research（VMware研究） 纠错

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

Comments 31 pages, 6 figures

Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding

Xiaoyi Zhang, Zhaoyang Jia, Zongyu Guo, Jiahao Li, Bin Li, Houqiang Li, Yan Lu

机构 * Microsoft Research Asia（微软亚洲研究院） ； University of Science and Technology of China（中国科学技术大学） 纠错

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

Comments Accepted to NeurIPS 2025

Co-MTP: A Cooperative Trajectory Prediction Framework with Multi-Temporal Fusion for Autonomous Driving

Xinyu Zhang, Zewei Zhou, Zhaoyi Wang, Yangjie Ji, Yanjun Huang, Hong Chen

机构 * School of Automotive Studies, Tongji University（同济大学汽车学院） 纠错

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

Comments 8 pages, 3 figures, ICRA 2025

Journal ref 2025 IEEE International Conference on Robotics and Automation (ICRA), Atlanta, GA, USA, 2025, pp. 801-807

Temporal Fusion Transformer for Multi-Horizon Probabilistic Forecasting of Weekly Retail Sales

Santhi Bharath Punati, Sandeep Kanta, Udaya Bhasker Cheerala, Madhusudan G Lanjewar, Praveen Damacharla

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

Comments 5 pages, 2025 6th International Conference on Data Analytics for Business and Industry (ICDABI)

ParaScopes: What do Language Models Activations Encode About Future Text?

Nicky Pochinkov, Yulia Volkova, Anna Vasileva, Sai V R Chereddy

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

Comments Main paper: 9 pages, 10 figures. Total 24 pages

Flip Learning: Weakly Supervised Erase to Segment Nodules in Breast Ultrasound

Yuhao Huang, Ao Chang, Haoran Dou, Xing Tao, Xinrui Zhou, Yan Cao, Ruobing Huang, Alejandro F Frangi, Lingyun Bao, Xin Yang, Dong Ni

机构 * National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen University, Shenzhen, China（国家区域医疗超声关键技术工程实验室、生物医学工程学院、深圳大学医学院、深圳大学、深圳，中国） ； Medical UltraSound Image Computing (MUSIC) Lab, Shenzhen University, Shenzhen, China（医学超声图像计算（MUSIC）实验室、深圳大学、深圳，中国） ； Marshall Laboratory of Biomedical Engineering, Shenzhen University, Shenzhen, China（马歇尔生物医学工程实验室、深圳大学、深圳，中国） ； School of Computing, University of Leeds, Leeds, UK（计算学院、利兹大学、利兹，英国） ； Shenzhen RayShape Medical Technology Co., Ltd, Shenzhen, China（深圳RayShape医疗科技有限公司、深圳，中国） ； Data Science, School of Health Sciences, University of Manchester, Manchester, UK（数据科学、健康科学学院、曼彻斯特大学、曼彻斯特，英国） ； Department of Computer Science, School of Engineering, University of Manchester, Manchester, UK（计算机科学系、工程学院、曼彻斯特大学、曼彻斯特，英国） ； Medical Imaging Research Center (MIRC), Department of Electrical Engineering, Department of Cardiovascular Sciences, KU Leuven, Belgium（医学影像研究中心（MIRC）、电气工程系、心血管科学系、库勒文大学，比利时） ； Alan Turing Institute, London, UK（艾伦·图灵研究所、伦敦，英国） ； NIHR Manchester Biomedical Research Centre, Manchester Academic Health Science Centre, Manchester, UK（NIHR曼彻斯特生物医学研究中心、曼彻斯特学术健康科学中心、曼彻斯特，英国） ； Department of Ultrasound, Affiliated Hangzhou First People's Hospital, School of Medicine, Westlake University（超声科、附属杭州第一人民医院、医学院、西湖大学） ； School of Biomedical Engineering and Informatics, Nanjing Medical University, Nanjing, China（生物医学工程与信息学院、南京医科大学、南京，中国） 纠错

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

Comments Accepted by Medical Image Analysis. 24 pages, 13 figures, 20 tabels

AI-Driven Day-to-Day Route Choice

Leizhen Wang, Peibo Duan, Zhengbing He, Cheng Lyu, Xin Chen, Nan Zheng, Li Yao, Zhenliang Ma

机构 * Department of Data Science and Artificial Intelligence, Monash University（数据科学与人工智能系，莫纳什大学） ； Laboratory for Information & Decision Systems, Massachusetts Institute of Technology（信息与决策系统实验室，麻省理工学院） ； Chair of Transportation Systems Engineering, Technical University of Munich（交通系统工程教授职位，慕尼黑技术大学） ； School of Civil Engineering, The University of Queensland（土木工程学院，昆士兰大学） ； Department of Civil Engineering, Monash University（土木工程系，莫纳什大学） ； School of Computer Science and Engineering, Southeast University（计算机科学与工程学院，东南大学） 纠错

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

Optimizing Electric Vehicle Charging Station Placement Using Reinforcement Learning and Agent-Based Simulations

Minh-Duc Nguyen, Dung D. Le, Phi Long Nguyen

机构 * organization= Center for Environmental Intelligence, VinUniversity , city= Hanoi , country= Vietnam ； organization= College of Engineering \& Computer Science, VinUniversity , city= Hanoi , country= Vietnam 纠错

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

Comments Under Review

Rethinking Visual Intelligence: Insights from Video Pretraining

Pablo Acuaviva, Aram Davtyan, Mariam Hassan, Sebastian Stapf, Ahmad Rahimi, Alexandre Alahi, Paolo Favaro

机构 * Computer Vision Group, University of Bern（伯尔尼大学计算机视觉组） ； VITA Lab, EPFL（苏黎世联邦理工学院VITA实验室） 纠错

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

Comments Updated version from preprint arXiv:2506.07280 (Gen2Gen) focused on visual intelligence. This work can be considered as v2

MicroRemed: Benchmarking LLMs in Microservices Remediation

Lingzhe Zhang, Yunpeng Zhai, Tong Jia, Chiming Duan, Minghua He, Leyi Pan, Zhaoyang Liu, Bolin Ding, Ying Li

机构 * Peking University（北京大学） ； Alibaba Group（阿里巴巴集团） ； Tsinghua University（清华大学） 纠错

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

Comments 24 pages, 13 figures, 5 tables

MIQ-SAM3D: From Single-Point Prompt to Multi-Instance Segmentation via Competitive Query Refinement

Jierui Qu, Jianchun Zhao

专题命中 规划推理 ：planning(abstract)

RDTE-UNet: A Boundary and Detail Aware UNet for Precise Medical Image Segmentation

Jierui Qu, Jianchun Zhao

专题命中 规划推理 ：planning(abstract)

From Drone Imagery to Livability Mapping: AI-powered Environment Perception in Rural China

Weihuan Deng, Yaofu Huang, Luan Chen, Xun Li, Yu Gu, Yao Yao

专题命中 规划推理 ：chain-of-thought(abstract)