大模型推理能力

UItron: Foundational GUI Agent with Advanced Perception and Planning

Zhixiong Zeng, Jing Huang, Liming Zheng, Wenkang Han, Yufeng Zhong, Lei Chen, Longrong Yang, Yingjie Chu, Yuzhi He, Lin Ma

机构 * Meituan（美团） 纠错

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

Comments 24 pages

Integrating Large Language Models with Network Optimization for Interactive and Explainable Supply Chain Planning: A Real-World Case Study

Saravanan Venkatachalam

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

AI Chatbots as Professional Service Agents: Developing a Professional Identity

Wenwen Li, Kangwei Shi, Yidong Chai

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

Atom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Reward

Yong Deng, Guoqing Wang, Zhenzhe Ying, Xiaofeng Wu, Jinzhen Lin, Wenwen Xiong, Yuqin Dai, Shuo Yang, Zhanwei Zhang, Qiwen Wang, Yang Qin, Yuan Wang, Quanxing Zha, Sunhao Dai, Changhua Meng

机构 * Ant Group（蚂蚁集团） 纠错

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

Inducing Programmatic Skills for Agentic Tasks

Zora Zhiruo Wang, Apurva Gandhi, Graham Neubig, Daniel Fried

机构 * Carnegie Mellon University（卡内基梅隆大学） 纠错

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

Scalable Solution Methods for Dec-POMDPs with Deterministic Dynamics

Yang You, Alex Schutz, Zhikun Li, Bruno Lacerda, Robert Skilton, Nick Hawes

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

Modeling Wise Decision Making: A Z-Number Fuzzy Framework Inspired by Phronesis

Sweta Kaman, Ankita Sharma, Romi Banerjee

机构 * School of AI and Data Science, Indian Institute of Technology Jodhpur（人工智能与数据科学学院，印度理工学院贾姆纳格尔） ； School of Liberal Arts, Indian Institute of Technology Jodhpur（人文学院，印度理工学院贾姆纳格尔） ； Department of Computer Science and Engineering, Indian Institute of Technology Jodhpur（计算机科学与工程系，印度理工学院贾姆纳格尔） 纠错

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

Comments total 17 pages, main manuscript 12 pages, supplementary 5 pages, 6 tables in main manuscript, 5 figures in main manuscript, 2 tables in supplementary, and 3 figures in supplementary

Think in Games: Learning to Reason in Games via Reinforcement Learning with Large Language Models

Yi Liao, Yu Gu, Yuan Sui, Zining Zhu, Yifan Lu, Guohua Tang, Zhongqian Sun, Wei Yang

机构 * Tencent（腾讯） 纠错

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

DriveQA: Passing the Driving Knowledge Test

Maolin Wei, Wanzhou Liu, Eshed Ohn-Bar

机构 * Boston University（波士顿大学） ； Washington University in St. Louis（华盛顿大学圣路易斯分校） 纠错

专题命中 规划推理 ：reasoning(abstract)

Comments Accepted by ICCV 2025. Project page: https://driveqaiccv.github.io/

Can a mobile robot learn from a pedestrian model to prevent the sidewalk salsa?

Olger Siebinga, David Abbink

机构 * Delft University of Technology（代尔夫特理工大学） 纠错

专题命中 规划推理 ：planning(abstract)

2COOOL: 2nd Workshop on the Challenge Of Out-Of-Label Hazards in Autonomous Driving

Ali K. AlShami, Ryan Rabinowitz, Maged Shoman, Jianwu Fang, Lukas Picek, Shao-Yuan Lo, Steve Cruz, Khang Nhut Lam, Nachiket Kamod, Lei-Lei Li, Jugal Kalita, Terrance E. Boult

机构 * University of Colorado Colorado Springs（科罗拉多州立大学） ； University of Tennessee–Oak Ridge Innovation Institute（田纳西大学-橡树岭创新研究所） ； Xi’an Jiaotong University（西安交通大学） ； University of West Bohemia（西波维亚大学） ； Honda Research Institute USA（本田美国研究机构） ； University of Notre Dame（诺特丹大学） ； Can Tho University（庆和大学） 纠错

专题命中 规划推理 ：planning(abstract)

Comments 11 pages, 2 figures, Accepted to ICCV 2025 Workshop on Out-of-Label Hazards in Autonomous Driving (2COOOL)