大模型推理能力

AirRAG: Autonomous Strategic Planning and Reasoning Steer Retrieval Augmented Generation

Wenfeng Feng, Chuzhan Hao, Yuewei Zhang, Guochao Jiang, Jingyi Song, Hao Wang

机构 * Alibaba Cloud Computing（阿里巴巴云 computing） 纠错

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

Comments 20 pages, EMNLP25 Accepted

CataractSurg-80K: Knowledge-Driven Benchmarking for Structured Reasoning in Ophthalmic Surgery Planning

Yang Meng, Zewen Pan, Yandi Lu, Ruobing Huang, Yanfeng Liao, Jiarui Yang

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

Comments 18 pages, 9 figures

Discrete-Guided Diffusion for Scalable and Safe Multi-Robot Motion Planning

Jinhao Liang, Sven Koenig, Ferdinando Fioretto

机构 * University of Virginia（弗吉尼亚大学） ； University of California, Irvine（加州大学伊藤分校） 纠错

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

Encouraging Good Processes Without the Need for Good Answers: Reinforcement Learning for LLM Agent Planning

Zhiwei Li, Yong Hu, Wenqing Wang

机构 * WeChat, Tencent Inc., China（微信，腾讯公司，中国） ； School of Software & Microelectronics, Peking University, Beijing（软件与微电子学院，北京大学，北京） 纠错

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

PyVision: Agentic Vision with Dynamic Tooling

Shitian Zhao, Haoquan Zhang, Shaoheng Lin, Ming Li, Qilong Wu, Kaipeng Zhang, Chen Wei

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

Comments 26 Pages, 10 Figures, Technical report, Fix Typo

Capabilities of GPT-5 across critical domains: Is it the next breakthrough?

Georgios P. Georgiou

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

Socially Interactive Agents for Preserving and Transferring Tacit Knowledge in Organizations

Martin Benderoth, Patrick Gebhard, Christian Keller, C. Benjamin Nakhosteen, Stefan Schaffer, Tanja Schneeberger

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

Comments 4 pages, 2 figures

Self-Organizing Agent Network for LLM-based Workflow Automation

Yiming Xiong, Jian Wang, Bing Li, Yuhan Zhu, Yuqi Zhao

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

CODA: Coordinating the Cerebrum and Cerebellum for a Dual-Brain Computer Use Agent with Decoupled Reinforcement Learning

Zeyi Sun, Yuhang Cao, Jianze Liang, Qiushi Sun, Ziyu Liu, Zhixiong Zhang, Yuhang Zang, Xiaoyi Dong, Kai Chen, Dahua Lin, Jiaqi Wang

机构 * Shanghai Jiao Tong University（上海交通大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； The Chinese University of Hong Kong（香港中文大学） ； The University of Hong Kong（香港大学） 纠错

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

Comments code available at this url: https://github.com/OpenIXCLab/CODA

Learning Game-Playing Agents with Generative Code Optimization

Zhiyi Kuang, Ryan Rong, YuCheng Yuan, Allen Nie

机构 * stanford（斯坦福大学） 纠错

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

Comments ICML 2025 Workshop on Programmatic Representations for Agent Learning, Vancouver, Canada

Convert Language Model into a Value-based Strategic Planner

Xiaoyu Wang, Yue Zhao, Qingqing Gu, Zhonglin Jiang, Xiaokai Chen, Yong Chen, Luo Ji

机构 * Geely AI Lab（Geely人工智能实验室） ； Beijing Institute of Technology（北京理工大学） 纠错

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

Comments 13 pages, 6 figures, ACL 2025 Industry Track

Governance-as-a-Service: A Multi-Agent Framework for AI System Compliance and Policy Enforcement

Suyash Gaurav, Jukka Heikkonen, Jatin Chaudhary

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

A Theory of Intelligences

Michael E. Hochberg

机构 * ISEM, Université de Montpellier, CNRS, IRD, EPHE（蒙彼利埃大学智能科学系、法国国家科学研究中心、国际研究与发展机构、法国国家高等科学研究院） 纠错

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

Comments 37 pages, 1 Table, 6 figures

Interactive Graph Visualization and TeamingRecommendation in an Interdisciplinary Project'sTalent Knowledge Graph

Jiawei Xu, Juichien Chen, Yilin Ye, Zhandos Sembay, Swathi Thaker, Pamela Payne-Foster, Jake Chen, Ying Ding

专题命中 规划推理 ：reasoning(abstract)

Comments Short paper presented at the ASIS&T 2025 Annual Meeting

A Comprehensive Review on Traffic Datasets and Simulators for Autonomous Vehicles

Supriya Sarker, Brent Maples, Iftekharul Islam, Muyang Fan, Christos Papadopoulos, Weizi Li

专题命中 规划推理 ：planning(abstract)

Comments This manuscript has been withdrawn due to the need for substantial updates and revisions

SELF: Surrogate-light Feature Selection with Large Language Models in Deep Recommender Systems

Pengyue Jia, Zhaocheng Du, Yichao Wang, Xiangyu Zhao, Xiaopeng Li, Yuhao Wang, Qidong Liu, Huifeng Guo, Ruiming Tang

专题命中 规划推理 ：reasoning(abstract)

Comments Accepted to CIKM'25