大模型推理能力

Robotic Fire Risk Detection based on Dynamic Knowledge Graph Reasoning: An LLM-Driven Approach with Graph Chain-of-Thought

Haimei Pan, Jiyun Zhang, Qinxi Wei, Xiongnan Jin, Chen Xinkai, Jie Cheng

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

Comments We have decided to withdraw this paper as the work is still undergoing further refinement. To ensure the clarity of the results, we prefer to make additional improvements before resubmission. We appreciate the readers' understanding

Planning with Reasoning using Vision Language World Model

Delong Chen, Theo Moutakanni, Willy Chung, Yejin Bang, Ziwei Ji, Allen Bolourchi, Pascale Fung

机构 * Meta FAIR 纠错

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

Scaling Laws of Motion Forecasting and Planning -- Technical Report

Mustafa Baniodeh, Kratarth Goel, Scott Ettinger, Carlos Fuertes, Ari Seff, Tim Shen, Cole Gulino, Chenjie Yang, Ghassen Jerfel, Dokook Choe, Rui Wang, Benjamin Charrow, Vinutha Kallem, Sergio Casas, Rami Al-Rfou, Benjamin Sapp, Dragomir Anguelov

机构 * Waymo LLC（Waymo公司） 纠错

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

Efficient Virtuoso: A Latent Diffusion Transformer Model for Goal-Conditioned Trajectory Planning

Antonio Guillen-Perez

机构 * Independent Researcher（独立研究者） 纠错

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

Deep Reactive Policy: Learning Reactive Manipulator Motion Planning for Dynamic Environments

Jiahui Yang, Jason Jingzhou Liu, Yulong Li, Youssef Khaky, Kenneth Shaw, Deepak Pathak

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

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

Comments Website at \url{deep-reactive-policy.com}

REMI: A Novel Causal Schema Memory Architecture for Personalized Lifestyle Recommendation Agents

Vishal Raman, Vijai Aravindh R, Abhijith Ragav

机构 * Radian Group Inc.（Radian集团） ； Sri Sivasubramaniya Nadar College Of Engineering（Sri Sivasubramaniya纳达尔工程学院） ； Amazon（亚马逊） 纠错

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

Comments 8 pages, 2 figures, Accepted at the OARS Workshop, KDD 2025, Paper link: https://oars-workshop.github.io/papers/Raman2025.pdf

Affective Computing in the Era of Large Language Models: A Survey from the NLP Perspective

Yiqun Zhang, Xiaocui Yang, Xingle Xu, Zeran Gao, Yijie Huang, Shiyi Mu, Shi Feng, Daling Wang, Yifei Zhang, Kaisong Song, Ge Yu

机构 * Northeastern University, China（东北大学） ； Alibaba Group, Hangzhou, China（阿里巴巴集团） 纠错

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

Comments Compared with the previous version, reinforcement learning has been added (as a new section), including RLHF, RLVR, and RLAIF

SpecSwin3D: Generating Hyperspectral Imagery from Multispectral Data via Transformer Networks

Tang Sui, Songxi Yang, Qunying Huang

机构 * Department of Geography, University of Wisconsin-Madison（威斯康星大学麦迪逊分校地理系） 纠错

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

MAPF-World: Action World Model for Multi-Agent Path Finding

Zhanjiang Yang, Yang Shen, Yueming Li, Meng Li, Lijun Sun

机构 * Shenzhen Technology University（深圳科技大学） ； University of Technology Sydney（悉尼技术大学） 纠错

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

Integrating Evidence into the Design of XAI and AI-based Decision Support Systems: A Means-End Framework for End-users in Construction

Peter E. D. Love, Jane Matthews, Weili Fang, Hadi Mahamivanan

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

Comments 74 pages, 5 figures and 3 tables

GameGPT: Multi-agent Collaborative Framework for Game Development

Dake Chen, Haoyang Zhang, Hanbin Wang, Yunhao Huo, Yuzhao Li, Junjie Wang

机构 * AutoGame Research（AutoGame研究所） ； X-Institute（X研究所） ； University of Southern California（南加州大学） ； Tsinghua University（清华大学） 纠错

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

Reinforcement Learning with Anticipation: A Hierarchical Approach for Long-Horizon Tasks

Yang Yu

机构 * National Key Laboratory for Novel Software Technology, Nanjing University, China（新型软件技术国家重点实验室，南京大学） ； School of Artificial Intelligence, Nanjing University, China（人工智能学院，南京大学） 纠错

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

From Staff Messages to Actionable Insights: A Multi-Stage LLM Classification Framework for Healthcare Analytics

Hajar Sakai, Yi-En Tseng, Mohammadsadegh Mikaeili, Joshua Bosire, Franziska Jovin

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

LLMs in Cybersecurity: Friend or Foe in the Human Decision Loop?

Irdin Pekaric, Philipp Zech, Tom Mattson

专题命中 规划推理 ：reasoning(abstract)

Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial

Bisheng Wei, Ruihong Jiang, Ruichen Zhang, Yinqiu Liu, Dusit Niyato, Yaohua Sun, Yang Lu, Yonghui Li, Shiwen Mao, Chau Yuen, Marco Di Renzo, Mugen Peng

专题命中 规划推理 ：reasoning(abstract)

Generative World Explorer

Taiming Lu, Tianmin Shu, Alan Yuille, Daniel Khashabi, Jieneng Chen

机构 * Johns Hopkins University（约翰霍普金斯大学） 纠错

专题命中 规划推理 ：planning(abstract)

Comments Website: generative-world-explorer.github.io