大模型推理能力

SAFE--MA--RRT: Multi-Agent Motion Planning with Data-Driven Safety Certificates

Babak Esmaeili, Hamidreza Modares

机构 * Department of Mechanical Engineering, Michigan State University（机械工程系，密歇根州立大学） 纠错

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

Comments Submitted to IEEE Transactions on Automation Science and Engineering

Theory of Mind Using Active Inference: A Framework for Multi-Agent Cooperation

Riddhi J. Pitliya, Ozan Çatal, Toon Van de Maele, Corrado Pezzato, Tim Verbelen

机构 * VERSES 纠错

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

DMN-Guided Prompting: A Framework for Controlling LLM Behavior

Shaghayegh Abedi, Amin Jalali

机构 * Politecnico di Torino（都灵理工大学） ； Stockholm University（斯德哥尔摩大学） 纠错

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

Comments Large Language Models, Decision Model and Notation, Automated Feedback, Prompt Engineering

Parking Availability Prediction via Fusing Multi-Source Data with A Self-Supervised Learning Enhanced Spatio-Temporal Inverted Transformer

Yin Huang, Yongqi Dong, Youhua Tang, Li Li

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

Comments 25 pages, 5 figures, under review for journal publication

Learning Active Perception via Self-Evolving Preference Optimization for GUI Grounding

Wanfu Wang, Qipeng Huang, Guangquan Xue, Xiaobo Liang, Juntao Li

机构 * Wanfu Wang, Qipeng Huang, Guangquan Xue, Xiaobo Liang, Juntao Li（作者） 纠错

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

FaMA: LLM-Empowered Agentic Assistant for Consumer-to-Consumer Marketplace

Yineng Yan, Xidong Wang, Jin Seng Cheng, Ran Hu, Wentao Guan, Nahid Farahmand, Hengte Lin, Yue Li

机构 * University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Meta Platforms, Inc（Meta平台公司） 纠错

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

SAMVAD: A Multi-Agent System for Simulating Judicial Deliberation Dynamics in India

Prathamesh Devadiga, Omkaar Jayadev Shetty, Pooja Agarwal

机构 * PES University（PES大学） 纠错

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

DynaSaur: Large Language Agents Beyond Predefined Actions

Dang Nguyen, Viet Dac Lai, Seunghyun Yoon, Ryan A. Rossi, Handong Zhao, Ruiyi Zhang, Puneet Mathur, Nedim Lipka, Yu Wang, Trung Bui, Franck Dernoncourt, Tianyi Zhou

机构 * University of Maryland（马里兰大学） ； Adobe Research（Adobe研究院） 纠错

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

Comments Published as a conference paper at COLM 2025

Uncertainty-Guided Likelihood Tree Search

Julia Grosse, Ruotian Wu, Ahmad Rashid, Cheng Zhang, Philipp Hennig, Pascal Poupart, Agustinus Kristiadi

机构 * University of Tübingen（图宾根大学） ； Tübingen AI Center（图宾根人工智能中心） ； University of Waterloo（滑铁卢大学） ； Vector Institute（向量研究所） ； GenAI at Meta（Meta的生成式人工智能部门） 纠错

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

Comments 10 pages

Human Motion Video Generation: A Survey

Haiwei Xue, Xiangyang Luo, Zhanghao Hu, Xin Zhang, Xunzhi Xiang, Yuqin Dai, Jianzhuang Liu, Zhensong Zhang, Minglei Li, Jian Yang, Fei Ma, Zhiyong Wu, Changpeng Yang, Zonghong Dai, Fei Richard Yu

机构 * Tsinghua University（清华大学） ； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究所） ； Huawei Noah’s Ark Lab（华为诺亚实验室） ； School of Mathematics and Statistics, Xi’an Jiaotong University（西安交通大学数学与统计学学院） ； Artificial Intelligence Innovation and Incubation (Al’) Institute of Fudan University（复旦大学人工智能创新与孵化院） ； University of Chinese Academy of Sciences（中国科学院大学） ； PCA Lab, Nanjing University of Science and Technology（南京理工大学PCA实验室） ； Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ)（广东人工智能与数字经济实验室（深圳）） ； Shenzhen University and Carleton University（深圳大学和卡尔顿大学） 纠错

专题命中 规划推理 ：planning(abstract)

Comments Accepted by TPAMI. Github Repo: https://github.com/Winn1y/Awesome-Human-Motion-Video-Generation IEEE Access: https://ieeexplore.ieee.org/document/11106267

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence 2025

Advancing Positron Emission Tomography Image Quantification: Artificial Intelligence-Driven Methods, Clinical Challenges, and Emerging Opportunities in Long-Axial Field-of-View Positron Emission Tomography/Computed Tomography Imaging

Fereshteh Yousefirizi, Movindu Dassanayake, Alejandro Lopez, Andrew Reader, Gary J. R. Cook, Clemens Mingels, Arman Rahmim, Robert Seifert, Ian Alberts

专题命中 规划推理 ：planning(abstract)

Journal ref PET Clinics. 2025 Aug 29