大模型推理能力

Rejecting Hallucinated State Targets during Planning

Mingde Zhao, Tristan Sylvain, Romain Laroche, Doina Precup, Yoshua Bengio

机构 * McGill University（麦吉尔大学） ； Mila (Quebec AI Institute)（蒙特利尔AI研究所） ； Google Deepmind（谷歌DeepMind） 纠错

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

Comments [20250810]: ICML 2025 Camera Ready, https://github.com/mila-iqia/delusions

Planning with Diffusion Models for Target-Oriented Dialogue Systems

Hanwen Du, Bo Peng, Xia Ning

机构 * Department of Computer Science and Engineering, The Ohio State University, USA（计算机科学与工程系，俄亥俄州立大学） ； Department of Biomedical Informatics, The Ohio State University, USA（生物医学信息学系，俄亥俄州立大学） ； Translational Data Analytics Institute, The Ohio State University, USA（转化数据分析研究所，俄亥俄州立大学） 纠错

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

Comments Accepted to ACL 2025 Main Conference

Fusion-Based Brain Tumor Classification Using Deep Learning and Explainable AI, and Rule-Based Reasoning

Melika Filvantorkaman, Mohsen Piri, Maral Filvan Torkaman, Ashkan Zabihi, Hamidreza Moradi

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

Comments 37 pages, 6 figures

Multi-Dimensional Summarization Agents with Context-Aware Reasoning over Enterprise Tables

Amit Dhanda

机构 * Amazon（亚马逊） 纠错

专题命中 规划推理 ：reasoning(title)；分类 cs.AI

Neurosymbolic AI for Travel Demand Prediction: Integrating Decision Tree Rules into Neural Networks

Kamal Acharya, Mehul Lad, Liang Sun, Houbing Song

机构 * Department of Information Systems University of Maryland Baltimore County Baltimore, MD, US（信息系统系马里兰大学巴尔的摩县） ； Department of Mechanical Engineering Baylor University Waco,TX, US（机械工程系贝勒大学） 纠错

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

Comments 9 pages, 5 figures, this paper is under review in the conference

ODYSSEY: Open-World Quadrupeds Exploration and Manipulation for Long-Horizon Tasks

Kaijun Wang, Liqin Lu, Mingyu Liu, Jianuo Jiang, Zeju Li, Bolin Zhang, Wancai Zheng, Xinyi Yu, Hao Chen, Chunhua Shen

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

HealthBranches: Synthesizing Clinically-Grounded Question Answering Datasets via Decision Pathways

Cristian Cosentino, Annamaria Defilippo, Marco Dossena, Christopher Irwin, Sara Joubbi, Pietro Liò

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

HierSearch: A Hierarchical Enterprise Deep Search Framework Integrating Local and Web Searches

Jiejun Tan, Zhicheng Dou, Yan Yu, Jiehan Cheng, Qiang Ju, Jian Xie, Ji-Rong Wen

机构 * Baichuan（百川） 纠错

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

Comments Code and datasets are available at https://github.com/plageon/HierSearch

Physics-Informed Teleconnection-Aware Transformer for Global Subseasonal-to-Seasonal Forecasting

Tengfei Lyu, Weijia Zhang, Hao Liu

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； The Hong Kong University of Science and Technology（香港科技大学） 纠错

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

Ehrenfeucht-Haussler Rank and Chain of Thought

Pablo Barceló, Alexander Kozachinskiy, Tomasz Steifer

机构 * National Center for Artificial Intelligence (CENIA Chile)（国家人工智能中心（智利CENIA）） ； Millennium Institute for Foundational Research on Data (IMFD Chile)（数据基础研究千年研究所（智利IMFD）） ； Institute for Mathematical and Computational Engineering, Pontifical Catholic University of Chile（数学与计算工程研究所，智利天主教大学） ； Institute of Fundamental Technological Research, Polish Academy of Sciences（基础技术研究所，波兰科学院） 纠错

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

Comments Changes to the previous version: new results about PAC learning for functions of bounded multi-head rank are addes

Forecasting Commodity Price Shocks Using Temporal and Semantic Fusion of Prices Signals and Agentic Generative AI Extracted Economic News

Mohammed-Khalil Ghali, Cecil Pang, Oscar Molina, Carlos Gershenson-Garcia, Daehan Won

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

UoMo: A Universal Model of Mobile Traffic Forecasting for Wireless Network Optimization

Haoye Chai, Shiyuan Zhang, Xiaoqian Qi, Baohua Qiu, Yong Li

机构 * Department of Electronic Engineering, BNRist, Tsinghua University（电子工程系，BNRist，清华大学） 纠错

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

Comments 2025 ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2025

Intersectoral Knowledge in AI and Urban Studies: A Framework for Transdisciplinary Research

Rashid Mushkani

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

Grounding Natural Language for Multi-agent Decision-Making with Multi-agentic LLMs

Dom Huh, Prasant Mohapatra

机构 * UC Davis（加州大学戴维斯分校） ； University of South Florida（佛罗里达州立大学） 纠错

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

Simulating Biological Intelligence: Active Inference with Experiment-Informed Generative Model

Aswin Paul, Moein Khajehnejad, Forough Habibollahi, Brett J. Kagan, Adeel Razi

机构 * Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton 3800, Australia（墨尔本大学心理科学学院脑与心理健康研究所） ； VERSES, Los Angeles, California, USA（VERSES，美国洛杉矶，加利福尼亚州） ； Cortical Labs Pty Ltd, Melbourne 3056, Australia（Cortical Labs Pty Ltd，澳大利亚墨尔本3056） ； CIFAR Azrieli Global Scholars Program, CIFAR, Toronto, Canada（CIFAR阿兹里埃利全球学者计划，加拿大多伦多） 纠错

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

Comments 18 pages, 8 figures

Personalized Constitutionally-Aligned Agentic Superego: Secure AI Behavior Aligned to Diverse Human Values

Nell Watson, Ahmed Amer, Evan Harris, Preeti Ravindra, Shujun Zhang

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

Comments 42 pages, 6 figures

Journal ref Information 2025, 16(8), 651

Edge2Prompt: Modality-Agnostic Model for Out-of-Distribution Liver Segmentation

Nathan Hollet, Oumeymah Cherkaoui, Philippe C. Cattin, Sidaty El Hadramy

专题命中 规划推理 ：planning(abstract)

Comments 8 pages, 3 figures, 3 tables

MultiNash-PF: A Particle Filtering Approach for Computing Multiple Local Generalized Nash Equilibria in Trajectory Games

Maulik Bhatt, Iman Askari, Yue Yu, Ufuk Topcu, Huazhen Fang, Negar Mehr

机构 * University of California, Berkeley（加州大学伯克利分校） ； University of Kansas（堪萨斯大学） ； University of Minnesota（明尼苏达大学） ； University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

专题命中 规划推理 ：planning(abstract)

Language-Driven Policy Distillation for Cooperative Driving in Multi-Agent Reinforcement Learning

Jiaqi Liu, Chengkai Xu, Peng Hang, Jian Sun, Wei Zhan, Masayoshi Tomizuka, Mingyu Ding

机构 * Department of Computer Science at University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校计算机科学系） ； College of Transportation and Key Laboratory of Road and Traffic Engineering, Ministry of Education, Tongji University（同济大学交通学院及交通工程教育部重点实验室） ； Department of Mechanical Engineering at the University of California, Berkeley（加州大学伯克利分校机械工程系） 纠错

专题命中 规划推理 ：reasoning(abstract)