大模型推理能力

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)

A Time-dependent Risk-aware distributed Multi-Agent Path Finder based on A*

S Nordström, Y Bai, B Lindqvist, G Nikolakopoulos

机构 * Department of Computer, Electrical and Space（计算机、电气与空间系） 纠错

专题命中 规划推理 ：planning(abstract)

Comments 8 pages, 10 figures, 2 tabels, submited to IROS 2025

HyFormer-Net: A Synergistic CNN-Transformer with Interpretable Multi-Scale Fusion for Breast Lesion Segmentation and Classification in Ultrasound Images

Mohammad Amanour Rahman

机构 * Department of Computer Science and Engineering, Ahsanullah University of Science and Technology（计算机科学与工程系，阿沙努尔大学科学与技术学院） 纠错

专题命中 规划推理 ：reasoning(abstract)

Comments This manuscript has been submitted to Informatics in Medicine Unlocked

Exploring Human-AI Interaction with Patient-Generated Health Data Sensemaking for Cardiac Risk Reduction

Pavithren V S Pakianathan, Rania Islambouli, Hannah McGowan, Diogo Branco, Tiago Guerreiro, Jan David Smeddinck

专题命中 规划推理 ：planning(abstract)

Comments Presented as demonstration at the workshop on visual analytics in healthcare (VAHC) (in conjunction with IEEE VIS 2025)

SpatialTraceGen: High-Fidelity Traces for Efficient VLM Spatial Reasoning Distillation

Gio Huh, Dhruv Sheth, Rayhan Zirvi, Frank Xiao

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

Comments Accepted to the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop on Efficient Reasoning

Actial: Activate Spatial Reasoning Ability of Multimodal Large Language Models

Xiaoyu Zhan, Wenxuan Huang, Hao Sun, Xinyu Fu, Changfeng Ma, Shaosheng Cao, Bohan Jia, Shaohui Lin, Zhenfei Yin, Lei Bai, Wanli Ouyang, Yuanqi Li, Jie Guo, Yanwen Guo

机构 * Nanjing University（南京大学） ； Xiaohongshu Inc.（小红书公司） ； East China Normal University（华东师范大学） ； The Chinese University of Hong Kong（香港中文大学） ； Shanghai Jiao Tong University（上海交通大学） ； University of Oxford（牛津大学） 纠错

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

MindJourney: Test-Time Scaling with World Models for Spatial Reasoning

Yuncong Yang, Jiageng Liu, Zheyuan Zhang, Siyuan Zhou, Reuben Tan, Jianwei Yang, Yilun Du, Chuang Gan

机构 * UMass Amherst（马萨诸塞大学阿默斯特分校） ； JHU（约翰·霍普金斯大学） ； HKUST（香港科技大学） ； Microsoft Research（微软研究院） ； Harvard（哈佛大学） 纠错

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

Comments Project Page: https://umass-embodied-agi.github.io/MindJourney

Multimodal Spatial Reasoning in the Large Model Era: A Survey and Benchmarks

Xu Zheng, Zihao Dongfang, Lutao Jiang, Boyuan Zheng, Yulong Guo, Zhenquan Zhang, Giuliano Albanese, Runyi Yang, Mengjiao Ma, Zixin Zhang, Chenfei Liao, Dingcheng Zhen, Yuanhuiyi Lyu, Yuqian Fu, Bin Ren, Linfeng Zhang, Danda Pani Paudel, Nicu Sebe, Luc Van Gool, Xuming Hu

专题命中 视觉空间推理 ：reasoning(title,abstract)

Fleming-VL: Towards Universal Medical Visual Reasoning with Multimodal LLMs

Yan Shu, Chi Liu, Robin Chen, Derek Li, Bryan Dai

机构 * Ubiquant（乌比量化） 纠错

专题命中 视觉空间推理 ：reasoning(title)

NavigScene: Bridging Local Perception and Global Navigation for Beyond-Visual-Range Autonomous Driving

Qucheng Peng, Chen Bai, Guoxiang Zhang, Bo Xu, Xiaotong Liu, Xiaoyin Zheng, Chen Chen, Cheng Lu

机构 * Center for Research in Computer Vision, University of Central Florida（计算机视觉研究中心，中央佛罗里达大学） 纠错

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

Comments Accepted by ACM Multimedia 2025

Fast-SmartWay: Panoramic-Free End-to-End Zero-Shot Vision-and-Language Navigation

Xiangyu Shi, Zerui Li, Yanyuan Qiao, Qi Wu

机构 * Australian Institute for Machine Learning, the University of Adelaide（澳大利亚机器学习研究所、阿德莱德大学） ； CREATE Lab, Swiss Federal Institute of Technology Lausanne (EPFL)（洛桑联邦理工学院CREATE实验室） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；planning(abstract)

Oitijjo-3D: Generative AI Framework for Rapid 3D Heritage Reconstruction from Street View Imagery

Momen Khandoker Ope, Akif Islam, Mohd Ruhul Ameen, Abu Saleh Musa Miah, Md Rashedul Islam, Jungpil Shin

机构 * University of Rajshahi（拉贾沙希大学） ； Marshall University（马歇尔大学） ； University of Aizu（御所大学） ； University of Asia Pacific（亚洲太平洋大学） 纠错

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

Comments 6 Pages, 4 figures, 2 Tables, Submitted to ICECTE 2026

VLM6D: VLM based 6Dof Pose Estimation based on RGB-D Images

Md Selim Sarowar, Sungho Kim

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

Comments This paper has been accepted to IEIE( The Institute Of Electronics and Information Engineering, South Korea) Fall,2025 Conference

PixelRefer: A Unified Framework for Spatio-Temporal Object Referring with Arbitrary Granularity

Yuqian Yuan, Wenqiao Zhang, Xin Li, Shihao Wang, Kehan Li, Wentong Li, Jun Xiao, Lei Zhang, Beng Chin Ooi

机构 * Zhejiang University（浙江大学） ； DAMO Academy, Alibaba Group（阿里云图研究院） ； Hupan Lab（鸿篇实验室） ； The Hong Kong Polytechnic University（香港理工大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

Comments 22 pages, 13 figures