大模型推理能力

Roll the dice & look before you leap: Going beyond the creative limits of next-token prediction

Vaishnavh Nagarajan, Chen Henry Wu, Charles Ding, Aditi Raghunathan

机构 * Google Research, US（谷歌研究） ； Carnegie Mellon University, Pittsburgh, US（卡内基梅隆大学） 纠错

专题命中 数学推理 ：planning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments ICML 2025 (oral)

UItron: Foundational GUI Agent with Advanced Perception and Planning

Zhixiong Zeng, Jing Huang, Liming Zheng, Wenkang Han, Yufeng Zhong, Lei Chen, Longrong Yang, Yingjie Chu, Yuzhi He, Lin Ma

机构 * Meituan（美团） 纠错

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

Comments 24 pages

Integrating Large Language Models with Network Optimization for Interactive and Explainable Supply Chain Planning: A Real-World Case Study

Saravanan Venkatachalam

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

AI Chatbots as Professional Service Agents: Developing a Professional Identity

Wenwen Li, Kangwei Shi, Yidong Chai

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

Atom-Searcher: Enhancing Agentic Deep Research via Fine-Grained Atomic Thought Reward

Yong Deng, Guoqing Wang, Zhenzhe Ying, Xiaofeng Wu, Jinzhen Lin, Wenwen Xiong, Yuqin Dai, Shuo Yang, Zhanwei Zhang, Qiwen Wang, Yang Qin, Yuan Wang, Quanxing Zha, Sunhao Dai, Changhua Meng

机构 * Ant Group（蚂蚁集团） 纠错

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

Inducing Programmatic Skills for Agentic Tasks

Zora Zhiruo Wang, Apurva Gandhi, Graham Neubig, Daniel Fried

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

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

Scalable Solution Methods for Dec-POMDPs with Deterministic Dynamics

Yang You, Alex Schutz, Zhikun Li, Bruno Lacerda, Robert Skilton, Nick Hawes

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

Modeling Wise Decision Making: A Z-Number Fuzzy Framework Inspired by Phronesis

Sweta Kaman, Ankita Sharma, Romi Banerjee

机构 * School of AI and Data Science, Indian Institute of Technology Jodhpur（人工智能与数据科学学院，印度理工学院贾姆纳格尔） ； School of Liberal Arts, Indian Institute of Technology Jodhpur（人文学院，印度理工学院贾姆纳格尔） ； Department of Computer Science and Engineering, Indian Institute of Technology Jodhpur（计算机科学与工程系，印度理工学院贾姆纳格尔） 纠错

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

Comments total 17 pages, main manuscript 12 pages, supplementary 5 pages, 6 tables in main manuscript, 5 figures in main manuscript, 2 tables in supplementary, and 3 figures in supplementary

Think in Games: Learning to Reason in Games via Reinforcement Learning with Large Language Models

Yi Liao, Yu Gu, Yuan Sui, Zining Zhu, Yifan Lu, Guohua Tang, Zhongqian Sun, Wei Yang

机构 * Tencent（腾讯） 纠错

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

DriveQA: Passing the Driving Knowledge Test

Maolin Wei, Wanzhou Liu, Eshed Ohn-Bar

机构 * Boston University（波士顿大学） ； Washington University in St. Louis（华盛顿大学圣路易斯分校） 纠错

专题命中 规划推理 ：reasoning(abstract)

Comments Accepted by ICCV 2025. Project page: https://driveqaiccv.github.io/

Can a mobile robot learn from a pedestrian model to prevent the sidewalk salsa?

Olger Siebinga, David Abbink

机构 * Delft University of Technology（代尔夫特理工大学） 纠错

专题命中 规划推理 ：planning(abstract)

2COOOL: 2nd Workshop on the Challenge Of Out-Of-Label Hazards in Autonomous Driving

Ali K. AlShami, Ryan Rabinowitz, Maged Shoman, Jianwu Fang, Lukas Picek, Shao-Yuan Lo, Steve Cruz, Khang Nhut Lam, Nachiket Kamod, Lei-Lei Li, Jugal Kalita, Terrance E. Boult

机构 * University of Colorado Colorado Springs（科罗拉多州立大学） ； University of Tennessee–Oak Ridge Innovation Institute（田纳西大学-橡树岭创新研究所） ； Xi’an Jiaotong University（西安交通大学） ； University of West Bohemia（西波维亚大学） ； Honda Research Institute USA（本田美国研究机构） ； University of Notre Dame（诺特丹大学） ； Can Tho University（庆和大学） 纠错

专题命中 规划推理 ：planning(abstract)

Comments 11 pages, 2 figures, Accepted to ICCV 2025 Workshop on Out-of-Label Hazards in Autonomous Driving (2COOOL)

How Well Do Vision--Language Models Understand Cities? A Comparative Study on Spatial Reasoning from Street-View Images

Juneyoung Ro, Namwoo Kim, Yoonjin Yoon

机构 * Korea Advanced Institute of Science and Technology（韩国科学技术院） 纠错

专题命中 视觉空间推理 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)

Comments Accepted to ICCV Workshop 2025

SimuGen: Multi-modal Agentic Framework for Constructing Block Diagram-Based Simulation Models

Xinxing Ren, Qianbo Zang, Zekun Guo

机构 * Brunel University of London（伦敦布鲁内尔大学） ； SnT, Université du Luxembourg（卢森堡大学SnT分校） ； University of Hull（霍尔姆斯大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)；分类 cs.LG

HCCM: Hierarchical Cross-Granularity Contrastive and Matching Learning for Natural Language-Guided Drones

Hao Ruan, Jinliang Lin, Yingxin Lai, Zhiming Luo, Shaozi Li

机构 * Department of Artificial Intelligence, Xiamen University（人工智能学院，厦门大学） 纠错

专题命中 视觉空间推理 ：reasoning(abstract)

Comments Accepted by ACM MM'25

Decoding Memories: An Efficient Pipeline for Self-Consistency Hallucination Detection

Weizhi Gao, Xiaorui Liu, Feiyi Wang, Dan Lu, Junqi Yin

机构 * ORNL（橡树岭国家实验室） 纠错

专题命中 测试时计算 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments 14 pages, under review

Automating the Deep Space Network Data Systems; A Case Study in Adaptive Anomaly Detection through Agentic AI

Evan J. Chou, Lisa S. Locke, Harvey M. Soldan

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

From Canonical to Complex: Benchmarking LLM Capabilities in Undergraduate Thermodynamics

Anna Geißler, Luca-Sophie Bien, Friedrich Schöppler, Tobias Hertel

机构 * Institute of Physical and Theoretical Chemistry（物理与理论化学研究所） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments Benchmark downloadable at https://huggingface.co/datasets/herteltm/UTQA

Complex System Diagnostics Using a Knowledge Graph-Informed and Large Language Model-Enhanced Framework

Saman Marandi, Yu-Shu Hu, Mohammad Modarres

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments 22 Pages, 11 Figures

ETTRL: Balancing Exploration and Exploitation in LLM Test-Time Reinforcement Learning Via Entropy Mechanism

Jia Liu, ChangYi He, YingQiao Lin, MingMin Yang, FeiYang Shen, ShaoGuo Liu

机构 * Beihang University（北京航空航天大学） ； Northwestern Polytechnical University（西北工业大学） ； Kuaishou Technology（快手科技） 纠错

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

Automated Clinical Problem Detection from SOAP Notes using a Collaborative Multi-Agent LLM Architecture

Yeawon Lee, Xiaoyang Wang, Christopher C. Yang

机构 * Drexel University（德雷塞尔大学） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.AI

Comments Accepted to The 16th ACM Conference on Bioinformatics, Computational Biology, and Health Informatics (ACM-BCB 2025)(Poster Paper)

CE-RS-SBCIT A Novel Channel Enhanced Hybrid CNN Transformer with Residual, Spatial, and Boundary-Aware Learning for Brain Tumor MRI Analysis

Mirza Mumtaz Zahoor, Saddam Hussain Khan

专题命中 推理评测 ：planning(abstract)；分类 cs.AI

Comments 37 Pages, 12 Figures

DeepTrans: Deep Reasoning Translation via Reinforcement Learning

Jiaan Wang, Fandong Meng, Jie Zhou

机构 * Pattern Recognition Center, WeChat AI, Tencent Inc（模式识别中心、微信AI、腾讯公司） 纠错

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted by Transactions of the Association for Computational Linguistics (TACL)

Improving Aviation Safety Analysis: Automated HFACS Classification Using Reinforcement Learning with Group Relative Policy Optimization

Arash Ahmadi, Sarah Sharif, Yaser Banad

机构 * School of Electrical, and Computer Engineering, University of Oklahoma（电气与计算机工程学院，俄克拉荷马大学） 纠错

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