大模型推理能力

How well can LLMs provide planning feedback in grounded environments?

Yuxuan Li, Victor Zhong

机构 * David R. Cheriton School of Computer Science University of Waterloo（大卫·R·切里顿计算机科学学院滑铁卢大学） 纠错

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

One For All: LLM-based Heterogeneous Mission Planning in Precision Agriculture

Marcos Abel Zuzuárregui, Mustafa Melih Toslak, Stefano Carpin

机构 * Department of Computer Science（计算机科学系） ； Engineering University of California, Merced, CA, USA.（加州大学默塞德分校工程学院） ； Department of Informatics, Bioengineering, Robotics（信息学、生物工程、机器人学系） ； Systems Engineering, University of Genova, Italy（系统工程系，热那亚大学） 纠错

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

Comments Accepted to International Federation of Automatic Control (IFAC) Sensing, Control and Automation Technologies for Agriculture - 8th AGRICONTROL 2025

Journal ref International Federation of Automatic Control (IFAC) Sensing, Control and Automation Technologies for Agriculture - 8th AGRICONTROL 2025

Robo-Advisors Beyond Automation: Principles and Roadmap for AI-Driven Financial Planning

Runhuan Feng, Hong Li, Ming Liu

专题命中 规划推理 ：planning(title,abstract)

Comments 37 pages, 2 figures

Decomposing Visual Classification: Assessing Tree-Based Reasoning in VLMs

Sary Elmansoury, Islam Mesabah, Gerrit Großmann, Peter Neigel, Raj Bhalwankar, Daniel Kondermann, Sebastian J. Vollmer

专题命中 规划推理 ：reasoning(title,abstract)

A Multimodal RAG Framework for Housing Damage Assessment: Collaborative Optimization of Image Encoding and Policy Vector Retrieval

Jiayi Miao, Dingxin Lu, Zhuqi Wang

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

Physics-informed sensor coverage through structure preserving machine learning

Benjamin David Shaffer, Brooks Kinch, Joseph Klobusicky, M. Ani Hsieh, Nathaniel Trask

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

The Morality of Probability: How Implicit Moral Biases in LLMs May Shape the Future of Human-AI Symbiosis

Eoin O'Doherty, Nicole Weinrauch, Andrew Talone, Uri Klempner, Xiaoyuan Yi, Xing Xie, Yi Zeng

机构 * Schwarzman College, Tsinghua University（清华大学 Schwarzman 学院） ； Chinese Academy of Sciences（中国科学院） ； Microsoft Research Asia（微软亚洲研究院） 纠错

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

Comments Work in progress

XAgents: A Unified Framework for Multi-Agent Cooperation via IF-THEN Rules and Multipolar Task Processing Graph

Hailong Yang, Mingxian Gu, Jianqi Wang, Guanjin Wang, Zhaohong Deng

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

Reframe Your Life Story: Interactive Narrative Therapist and Innovative Moment Assessment with Large Language Models

Yi Feng, Jiaqi Wang, Wenxuan Zhang, Zhuang Chen, Yutong Shen, Xiyao Xiao, Minlie Huang, Liping Jing, Jian Yu

机构 * Beijing Key Laboratory of Traffic Data Mining and Embodied Intelligence（北京交通大数据挖掘与具身智能重点实验室） ； Beijing Jiaotong University（北京交通大学） ； CoAI Group（CoAI集团） ； DCST（国防科技大学） ； IAI（人工智能院） ； BNRIST（北航机器人与智能技术研究院） ； Tsinghua University（清华大学） ； Tencent Jarvis Lab（腾讯Jarvis实验室） ； Singapore University of Technology and Design（新加坡科技与设计大学） ； Central South University（中南大学） ； Lingxin AI（灵犀AI） 纠错

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

Comments EMNLP 2025 Main

X5G: An Open, Programmable, Multi-vendor, End-to-end, Private 5G O-RAN Testbed with NVIDIA ARC and OpenAirInterface

Davide Villa, Imran Khan, Florian Kaltenberger, Nicholas Hedberg, Rúben Soares da Silva, Stefano Maxenti, Leonardo Bonati, Anupa Kelkar, Chris Dick, Eduardo Baena, Josep M. Jornet, Tommaso Melodia, Michele Polese, Dimitrios Koutsonikolas

专题命中 规划推理 ：planning(abstract)

Comments 18 pages, 19 figures, 3 tables, 1 algorithm