大模型推理能力

Can LLM-Reasoning Models Replace Classical Planning? A Benchmark Study

Kai Goebel, Patrik Zips

机构 * Center for Vision, Automation & Control（视觉、自动化与控制中心） ； AIT Austrian Institute of Technology GmbH（奥地利技术研究院） 纠错

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

MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models

Yiyan Ji, Haoran Chen, Qiguang Chen, Chengyue Wu, Libo Qin, Wanxiang Che

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； The University of Hong Kong（香港大学） ； Central South University（中南大学） 纠错

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

Comments Accepted to ACM Multimedia 2025

Hierarchical Memory for High-Efficiency Long-Term Reasoning in LLM Agents

Haoran Sun, Shaoning Zeng

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

Coordinating Search-Informed Reasoning and Reasoning-Guided Search in Claim Verification

Qisheng Hu, Quanyu Long, Wenya Wang

机构 * Nanyang Technological University（南洋理工大学） 纠错

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

Comments Work in progress

Planning for Cooler Cities: A Multimodal AI Framework for Predicting and Mitigating Urban Heat Stress through Urban Landscape Transformation

Shengao Yi, Xiaojiang Li, Wei Tu, Tianhong Zhao

机构 * Department of City and Regional Planning, University of Pennsylvania（城市与区域规划系，宾夕法尼亚大学） ； Guangdong Key Laboratory for Urban Informatics, Guangdong-Hong Kong-Macao Joint Laboratory for Smart Cities（广东城市信息关键实验室、粤港澳大湾区智慧城市联合实验室） ； Shenzhen Key Laboratory of Spatial Information Smart Sensing（深圳空间信息智能感知关键实验室） ； Department of Urban Informatics, School of Architecture and Urban Planning, Shenzhen University（城市信息系，深圳大学） ； College of Big Data and Internet, Shenzhen Technology University（大数据与互联网学院，深圳科技大学） 纠错

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

A Unified Perception-Language-Action Framework for Adaptive Autonomous Driving

Yi Zhang, Erik Leo Haß, Kuo-Yi Chao, Nenad Petrovic, Yinglei Song, Chengdong Wu, Alois Knoll

机构 * Chair of Robotics, Artificial Intelligence and Embedded Systems Technical University of Munich (TUM)（机器人、人工智能与嵌入系统教授席 Technical University of Munich） 纠错

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

Where Paths Collide: A Comprehensive Survey of Classic and Learning-Based Multi-Agent Pathfinding

Shiyue Wang, Haozheng Xu, Yuhan Zhang, Jingran Lin, Changhong Lu, Xiangfeng Wang, Wenhao Li

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

Comments 112 pages, 21 figures, 20 tables. The project website is: https://wangsh1yue.github.io/Where-Paths-Collide

SWE-Debate: Competitive Multi-Agent Debate for Software Issue Resolution

Han Li, Yuling Shi, Shaoxin Lin, Xiaodong Gu, Heng Lian, Xin Wang, Yantao Jia, Tao Huang, Qianxiang Wang

机构 * Shanghai Jiao Tong University（上海交通大学） ； Huawei（华为） ； Xidian University（西安电子科技大学） 纠错

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

Comments Our code and data are available at https://github.com/YerbaPage/SWE-Debate

DrugMCTS: a drug repurposing framework combining multi-agent, RAG and Monte Carlo Tree Search

Zerui Yang, Yuwei Wan, Siyu Yan, Yudai Matsuda, Tong Xie, Bram Hoex, Linqi Song

机构 * City University of Hong Kong, Hong Kong, PR China（香港城市大学） ； City University of Hong Kong Shenzhen Research Institute, Shenzhen, PR China（香港城市大学深圳研究院） ； The Hong Kong University of Science and Technology (Guangzhou), Guangzhou PR China（香港科学与技术大学（广州）） ； GreenDynamics, Sydney, NSW, Australia（GreenDynamics公司） ； University of New South Wales, Kensington, NSW, Australia（新南威尔士大学） 纠错

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

Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling

Trae Research Team, Pengfei Gao, Zhao Tian, Xiangxin Meng, Xinchen Wang, Ruida Hu, Yuanan Xiao, Yizhou Liu, Zhao Zhang, Junjie Chen, Cuiyun Gao, Yun Lin, Yingfei Xiong, Chao Peng, Xia Liu

机构 * Trae Research（Trae研究） 纠错

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

Comments Pengfei Gao and Zhao Tian contributed equally to this technical report

SmartCourse: A Contextual AI-Powered Course Advising System for Undergraduates

Yixuan Mi, Yiduo Yu, Yiyi Zhao

机构 * Department of Computer Science, Wenzhou-Kean University, Wenzhou, China（计算机科学系，温州市凯恩大学，中国温州） ； Department of Computer Science, Kean University, Union, NJ, United States（计算机科学系，凯恩大学，美国新泽西州联合市） 纠错

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

Comments 7 pages, 6 figures, 1 table. *Corresponding author: Yixuan Mi. Code: https://github.com/EthanYixuanMi/Smartcourse-Contextual-Advising

LLMs and the Human Condition

Peter Wallis

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

Comments Edits and rearranged to provide significantly tighter writing - no change to the content. Now targeting a one day workshop on multi agent systems and LLMs

When no one shows up (at first): Navigating the uncertainties of participatory workshops in interdisciplinary research

Monique Munarini

专题命中 规划推理 ：planning(abstract)

Comments Presented at HHAI25:The 4th International Conference Series on Hybrid Human-Artificial Intelligence, workshop Mind the AI-GAP 2025:Co-Designing Socio-Technical Systems. (June 9-13, 2025 in Pisa, Italy)

Climate in a Bottle: Towards a Generative Foundation Model for the Kilometer-Scale Global Atmosphere

Noah D. Brenowitz, Tao Ge, Akshay Subramaniam, Peter Manshausen, Aayush Gupta, David M. Hall, Morteza Mardani, Arash Vahdat, Karthik Kashinath, Michael S. Pritchard

专题命中 规划推理 ：planning(abstract)