大模型推理能力

PlanU: Large Language Model Reasoning through Planning under Uncertainty

Ziwei Deng, Mian Deng, Chenjing Liang, Zeming Gao, Chennan Ma, Chenxing Lin, Haipeng Zhang, Songzhu Mei, Siqi Shen, Cheng Wang

机构 * Fujian Key Laboratory of Sensing and Computing for Smart Cities, School of Informatics, Xiamen University（福建智慧城市感知与计算重点实验室，信息学院，厦门大学） ； Key Laboratory of Multimedia Trusted Perception and Efficient Computing, XMU（多媒体可信感知与高效计算重点实验室，XMU） ； School of Computer, National University of Defense Technology（计算机学院，国防科技大学） 纠错

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

Comments 38 pages, 19 figures, NeurIPS 2025 Accepted

Let the Bees Find the Weak Spots: A Path Planning Perspective on Multi-Turn Jailbreak Attacks against LLMs

Yize Liu, Yunyun Hou, Aina Sui

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

Incorporating Quality of Life in Climate Adaptation Planning via Reinforcement Learning

Miguel Costa, Arthur Vandervoort, Martin Drews, Karyn Morrissey, Francisco C. Pereira

机构 * Technical University of Denmark（丹麦技术大学） ； Univ. of Galway（Galway大学） 纠错

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

Comments Accepted for presentation at AI in Science (AIS) 2025

Multi-Objective Planning with Contextual Lexicographic Reward Preferences

Pulkit Rustagi, Yashwanthi Anand, Sandhya Saisubramanian

机构 * Oregon State University（俄勒冈州立大学） 纠错

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

Comments 9 pages, 5 figures, 2 tables, To appear in Proceedings of the 24th International Conference on Autonomous Agents and Multiagent Systems (AAMAS) 2025

ALAS: Transactional and Dynamic Multi-Agent LLM Planning

Longling Geng, Edward Y. Chang

专题命中 规划推理 ：planning(title,abstract)

Digital Transformation Chatbot (DTchatbot): Integrating Large Language Model-based Chatbot in Acquiring Digital Transformation Needs

Jiawei Zheng, Gokcen Yilmaz, Ji Han, Saeema Ahmed-Kristensen

机构 * DigitLab, University of Exeter, UK（DigitLab，埃克塞特大学，英国） 纠错

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

Comments Accepted by the International Conference on Human-Computer Interaction

Reinforcement Learning Foundations for Deep Research Systems: A Survey

Wenjun Li, Zhi Chen, Jingru Lin, Hannan Cao, Wei Han, Sheng Liang, Zhi Zhang, Kuicai Dong, Dexun Li, Chen Zhang, Yong Liu

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

Comments 39 pages, second version

Kosmos: An AI Scientist for Autonomous Discovery

Ludovico Mitchener, Angela Yiu, Benjamin Chang, Mathieu Bourdenx, Tyler Nadolski, Arvis Sulovari, Eric C. Landsness, Daniel L. Barabasi, Siddharth Narayanan, Nicky Evans, Shriya Reddy, Martha Foiani, Aizad Kamal, Leah P. Shriver, Fang Cao, Asmamaw T. Wassie, Jon M. Laurent, Edwin Melville-Green, Mayk Caldas, Albert Bou, Kaleigh F. Roberts, Sladjana Zagorac, Timothy C. Orr, Miranda E. Orr, Kevin J. Zwezdaryk, Ali E. Ghareeb, Laurie McCoy, Bruna Gomes, Euan A. Ashley, Karen E. Duff, Tonio Buonassisi, Tom Rainforth, Randall J. Bateman, Michael Skarlinski, Samuel G. Rodriques, Michaela M. Hinks, Andrew D. White

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

Comments Revision: figure layout changes and minor text edits

Divide by Question, Conquer by Agent: SPLIT-RAG with Question-Driven Graph Partitioning

Ruiyi Yang, Hao Xue, Imran Razzak, Shirui Pan, Hakim Hacid, Flora D. Salim

机构 * University of New South Wales（新南威尔士大学） ； Mohamed Bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） ； Griffith University（格里菲斯大学） ； Technology Innovation Institute（技术创新研究所） 纠错

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

Comments 20 pages, 4 figures

Digital Twin-Driven Pavement Health Monitoring and Maintenance Optimization Using Graph Neural Networks

Mohsin Mahmud Topu, Mahfuz Ahmed Anik, Azmine Toushik Wasi, Md Manjurul Ahsan

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

On Improvisation and Open-Endedness: Insights for Experiential AI

Botao 'Amber' Hu

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

Comments Submitted to AAAI 2026 Creative AI for Live Interactive Performances Workshop (CLIP) as a work-in-progress paper

Agentic Meta-Orchestrator for Multi-task Copilots

Xiaofeng Zhu, Yunshen Zhou

机构 * Microsoft Corporation（微软公司） 纠错

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

Journal ref ICDM RARA workshop 2025

Multi-Agent Reinforcement Learning for Autonomous Multi-Satellite Earth Observation: A Realistic Case Study

Mohamad A. Hady, Siyi Hu, Mahardhika Pratama, Jimmy Cao, Ryszard Kowalczyk

机构 * University of South Australia（南澳大利亚大学） ； Systems Research Institute, Polish Academy of Sciences（波兰科学院系统研究所） 纠错

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

SENT Map -- Semantically Enhanced Topological Maps with Foundation Models

Raj Surya Rajendran Kathirvel, Zach A Chavis, Stephen J. Guy, Karthik Desingh

机构 * Minnesota Robotics Institute (MnRI)（明尼苏达州机器人研究所） ； Department of Computer Science and Engineering (CS&E)（计算机科学与工程系） ； University of Minnesota（明尼苏达大学） 纠错

专题命中 规划推理 ：planning(abstract)

Comments Accepted at ICRA 2025 Workshop on Foundation Models and Neuro-Symbolic AI for Robotics

Domain-Adaptive Transformer for Data-Efficient Glioma Segmentation in Sub-Saharan MRI

Ilerioluwakiiye Abolade, Aniekan Udo, Augustine Ojo, Abdulbasit Oyetunji, Hammed Ajigbotosho, Aondana Iorumbur, Confidence Raymond, Maruf Adewole

机构 * Federal University of Agriculture Abeokuta（非洲联邦农业大学阿贝奥克塔） 纠错

专题命中 规划推理 ：planning(abstract)

Comments 4 pages, 2 figures. Accepted as an abstract at the Women in Machine Learning (WiML) Workshop at NeurIPS 2025