大模型推理能力

SMART: Scalable Multi-Agent Reasoning and Trajectory Planning in Dense Environments

Heye Huang, Yibin Yang, Wang Chen, Tiantian Chen, Xiaopeng Li, Sikai Chen

机构 * Department of Civil and Environmental Engineering University of Wisconsin-Madison（威斯康星大学麦迪逊分校土木与环境工程系） ； School of Vehicle and Mobility, Tsinghua University（清华大学车辆与移动性学院） ； Department of Civil Engineering, The University of Hong Kong（香港大学土木工程系） 纠错

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

Search and Refine During Think: Facilitating Knowledge Refinement for Improved Retrieval-Augmented Reasoning

Yaorui Shi, Sihang Li, Chang Wu, Zhiyuan Liu, Junfeng Fang, Hengxing Cai, An Zhang, Xiang Wang

机构 * University of Science and Technology of China（中国科学技术大学） ； National University of Singapore（新加坡国立大学） ； DP Technology（DP技术） 纠错

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

Can AI with High Reasoning Ability Replicate Human-like Decision Making in Economic Experiments?

Ayato Kitadai, Sinndy Dayana Rico Lugo, Yudai Tsurusaki, Yusuke Fukasawa, Nariaki Nishino

专题命中 规划推理 ：reasoning(title,abstract)

Comments 10 pages, 5 figures

Towards Interactive and Learnable Cooperative Driving Automation: a Large Language Model-Driven Decision-Making Framework

Shiyu Fang, Jiaqi Liu, Mingyu Ding, Yiming Cui, Chen Lv, Peng Hang, Jian Sun

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

Foundation Models as World Models: A Foundational Study in Text-Based GridWorlds

Remo Sasso, Michelangelo Conserva, Dominik Jeurissen, Paulo Rauber

机构 * School of Electronic Engineering and Computer Science（电子工程与计算机科学学院） 纠错

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

Comments 20 pages, 9 figures. Accepted for presentation at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop on Embodied World Models for Decision Making

MT-RewardTree: A Comprehensive Framework for Advancing LLM-Based Machine Translation via Reward Modeling

Zhaopeng Feng, Jiahan Ren, Jiayuan Su, Jiamei Zheng, Hongwei Wang, Zuozhu Liu

机构 * Zhejiang University（浙江大学） 纠错

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

Comments EMNLP 2025 Findings. Project page:https://sabijun.github.io/MT_RewardTreePage

Language-Based Bayesian Optimization Research Assistant (BORA)

Abdoulatif Cissé, Xenophon Evangelopoulos, Vladimir V. Gusev, Andrew I. Cooper

机构 * Department of Chemistry, University of Liverpool, England, UK（利物浦大学化学系） ； Leverhulme Research Centre for Functional Materials Design, University of Liverpool, England, UK（利物浦大学功能材料设计研究所以） ； Department of Computer Science, University of Liverpool, England, UK（利物浦大学计算机科学系） 纠错

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

Journal ref IJCAI-25: Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, pp. 4967-4975 (2025)

Channel-Imposed Fusion: A Simple yet Effective Method for Medical Time Series Classification

Ming Hu, Jianfu Yin, Mingyu Dou, Yuqi Wang, Ruochen Dang, Siyi Liang, Feiyu Zhu, Cong Hu, Yao Wang, Bingliang Hu, Quan Wang

机构 * Xi’an Institute of Optics and Precision Mechanics, CAS（西安光学精密机械研究所，中国科学院） ； University of Chinese Academy of Sciences（中国科学院大学） ； Southwest Jiaotong University（西南交通大学） ； Zhongnan Hospital of Wuhan University（武汉大学中南医院） ； Xi’an Jiaotong University（西安交通大学） ； National Key Laboratory of Information Systems Engineering（信息系统工程国家重点实验室） 纠错

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

Coordinated Multi-Drone Last-mile Delivery: Learning Strategies for Energy-aware and Timely Operations

Chuhao Qin, Arun Narayanan, Evangelos Pournaras

机构 * School of Computer Science, University of Leeds, UK（计算机科学学院，利兹大学，英国） ； School of Energy Systems, LUT University, Finland（能源系统学院，卢霍斯大学，芬兰） 纠错

专题命中 规划推理 ：planning(abstract)

Comments 12 pages, 8 figures. This work has been submitted to the IEEE for possible publication

Dynamic Agent Grouping ECBS: Scaling Windowed Multi-Agent Path Finding with Completeness Guarantees

Tiannan Zhang, Rishi Veerapaneni, Shao-Hung Chan, Jiaoyang Li, Maxim Likhachev

专题命中 规划推理 ：planning(abstract)

Data-Efficient Learning for Generalizable Surgical Video Understanding

Sahar Nasirihaghighi

机构 * Department of Information Technology (ITEC), University of Klagenfurt（信息科技系，克雷根弗特大学） 纠错

专题命中 规划推理 ：planning(abstract)

Integrating Spatiotemporal Vision Transformer into Digital Twins for High-Resolution Heat Stress Forecasting in Campus Environments

Wenjing Gong, Xinyue Ye, Keshu Wu, Suphanut Jamonnak, Wenyu Zhang, Yifan Yang, Xiao Huang

专题命中 规划推理 ：planning(abstract)

Comments Revised version after peer review (minor revision)