大模型推理能力

Performance of GPT-5 in Brain Tumor MRI Reasoning

Mojtaba Safari, Shansong Wang, Mingzhe Hu, Zach Eidex, Qiang Li, Xiaofeng Yang

机构 * Department of Radiation Oncology, Winship Cancer Institute, Emory University School of Medicine（放射肿瘤科，Winship癌症研究所，埃默里大学医学院） 纠错

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

SC2Arena and StarEvolve: Benchmark and Self-Improvement Framework for LLMs in Complex Decision-Making Tasks

Pengbo Shen, Yaqing Wang, Ni Mu, Yao Luan, Runpeng Xie, Senhao Yang, Lexiang Wang, Hao Hu, Shuang Xu, Yiqin Yang, Bo Xu

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)；verifier(abstract)；self-correction(abstract)

TLE-Based A2C Agent for Terrestrial Coverage Orbital Path Planning

Anantha Narayanan, Battu Bhanu Teja, Pruthwik Mishra

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

Comments 8 pages, 6 figures, 5 tables

Measuring Time Series Forecast Stability for Demand Planning

Steven Klee, Yuntian Xia

机构 * Amazon Web Services（亚马逊网络服务） 纠错

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

Comments 6 pages, 3 figures; KDD '25

A Unified Multi-Agent Framework for Universal Multimodal Understanding and Generation

Jiulin Li, Ping Huang, Yexin Li, Shuo Chen, Juewen Hu, Ye Tian

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

Comments 8 pages, 5 figures

X-Node: Self-Explanation is All We Need

Prajit Sengupta, Islem Rekik

机构 * BASIRA Lab, Imperial-X (I-X)（BASIRA实验室，Imperial-X（I-X）） ； Department of Computing, Imperial College London, London, United Kingdom（计算系，伦敦帝国学院，伦敦，英国） 纠错

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

Rollout Roulette: A Probabilistic Inference Approach to Inference-Time Scaling of LLMs using Particle-Based Monte Carlo Methods

Isha Puri, Shivchander Sudalairaj, Guangxuan Xu, Kai Xu, Akash Srivastava

机构 * MIT CSAIL（麻省理工学院计算机科学与人工智能实验室） ； RedHat AI Innovation（红帽人工智能创新） 纠错

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

Large Model Empowered Embodied AI: A Survey on Decision-Making and Embodied Learning

Wenlong Liang, Rui Zhou, Yang Ma, Bing Zhang, Songlin Li, Yijia Liao, Ping Kuang

机构 * University of Electronic Science and Technology of China（电子科技大学） 纠错

专题命中 规划推理 ：planning(abstract)

A Semantic-Aware Framework for Safe and Intent-Integrative Assistance in Upper-Limb Exoskeletons

Yu Chen, Shu Miao, Chunyu Wu, Jingsong Mu, Bo OuYang, Xiang Li

机构 * Department of Automation, Tsinghua University（自动化系，清华大学） 纠错

专题命中 规划推理 ：planning(abstract)

CarAT: Carbon Atom Tracing across Industrial Chemical Value Chains via Chemistry Language Models

Emma Pajak, David Walz, Olga Walz, Laura Marie Helleckes, Klaus Hellgardt, Antonio del Rio Chanona

专题命中 规划推理 ：planning(abstract)

Comments 21 pages, 9 figures, pre-print