大模型推理能力

Reasoning Planning for Language Models

Bao Nguyen, Hieu Trung Nguyen, Ruifeng She, Xiaojin Fu, Viet Anh Nguyen

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

Comments 27 pages, 5 figures

Brain-Inspired Planning for Better Generalization in Reinforcement Learning

Mingde "Harry" Zhao

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

Comments McGill PhD Thesis (updated on 20251109 for typos and margin adjustments)

Evaluating Reasoning Faithfulness in Medical Vision-Language Models using Multimodal Perturbations

Johannes Moll, Markus Graf, Tristan Lemke, Nicolas Lenhart, Daniel Truhn, Jean-Benoit Delbrouck, Jiazhen Pan, Daniel Rueckert, Lisa C. Adams, Keno K. Bressem

机构 * Technical University of Munich (TUM)（慕尼黑技术大学） ； TUM University Hospital（慕尼黑技术大学医院） ； German Heart Center TUM University Hospital（慕尼黑技术大学医院德国心脏中心） ； Department of Radiology（放射科） ； Klinikum rechts der Isar TUM University Hospital（慕尼黑技术大学医院右岸诊所） ； Uniklinik RWTH Aachen（亚琛工业大学医院） ； HOPPR IL USA（HOPPR美国） ； University of Oxford（牛津大学） ； Imperial College London（伦敦帝国学院） 纠错

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

Comments Accepted to ML4H 2025 Proceedings

CoFineLLM: Conformal Finetuning of LLMs for Language-Instructed Robot Planning

Jun Wang, Yevgeniy Vorobeychik, Yiannis Kantaros

机构 * 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 ：planning(title,abstract)；分类 cs.AI、cs.LG

MobA: Multifaceted Memory-Enhanced Adaptive Planning for Efficient Mobile Task Automation

Zichen Zhu, Hao Tang, Yansi Li, Dingye Liu, Hongshen Xu, Kunyao Lan, Danyang Zhang, Yixuan Jiang, Hao Zhou, Chenrun Wang, Situo Zhang, Liangtai Sun, Yixiao Wang, Yuheng Sun, Lu Chen, Kai Yu

机构 * Shanghai Jiao Tong University（上海交通大学） 纠错

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

Comments NAACL 2025 Demo Track [code] https://github.com/OpenDFM/MobA [dataset] https://huggingface.co/datasets/OpenDFM/MobA-MobBench

MALinZero: Efficient Low-Dimensional Search for Mastering Complex Multi-Agent Planning

Sizhe Tang, Jiayu Chen, Tian Lan

机构 * The George Washington University（乔治·华盛顿大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

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

AgentSUMO: An Agentic Framework for Interactive Simulation Scenario Generation in SUMO via Large Language Models

Minwoo Jeong, Jeeyun Chang, Yoonjin Yoon

机构 * Graduate School of Data Science, Korea Advanced Institute of Science and Technology（数据科学研究生院，韩国科学技术院） ； Department of Civil and Environmental Engineering, Korea Advanced Institute of Science and Technology（土木与环境工程系，韩国科学技术院） 纠错

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

Comments Submitted to Transportation Research Part C (under review)

MedVoiceBias: A Controlled Study of Audio LLM Behavior in Clinical Decision-Making

Zhi Rui Tam, Yun-Nung Chen

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

From Failure Modes to Reliability Awareness in Generative and Agentic AI System

Janet, Lin, Liangwei Zhang

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

Comments 24pages

Learning to Focus: Prioritizing Informative Histories with Structured Attention Mechanisms in Partially Observable Reinforcement Learning

Daniel De Dios Allegue, Jinke He, Frans A. Oliehoek

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)；分类 cs.AI、cs.LG

Comments Accepted to Embodied World Models for Decision Making (EWM) Workshop at NeurIPS 2025

OpenCity: Open Spatio-Temporal Foundation Models for Traffic Prediction

Zhonghang Li, Long Xia, Lei Shi, Yong Xu, Dawei Yin, Chao Huang

机构 * The University of Hong Kong（香港大学） ； South China University of Technology（华南理工大学） ； Baidu Inc.（百度公司） 纠错

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

Comments 12 pages

Journal ref ACM TIST, 2025

Dynamics-Decoupled Trajectory Alignment for Sim-to-Real Transfer in Reinforcement Learning for Autonomous Driving

Thomas Steinecker, Alexander Bienemann, Denis Trescher, Thorsten Luettel, Mirko Maehlisch

机构 * University of the Bundeswehr Munich（联邦国防军慕尼黑大学） 纠错

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

LLM Driven Processes to Foster Explainable AI

Marcel Pehlke, Marc Jansen

机构 * University of Applied Sciences Ruhr West（鲁尔西部应用科学大学） 纠错

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

Coupling Agent-based Modeling and Life Cycle Assessment to Analyze Trade-offs in Resilient Energy Transitions

Beichen Zhang, Mohammed T. Zaki, Hanna Breunig, Newsha K. Ajami

机构 * Lawrence Berkeley National Laboratory（伯克利劳伦斯国家实验室） 纠错

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

Comments 4 pages (+4 pages in appendix), 3 figures (+ 2 figures in appendix), 8 tables in appendix, NeurIPS Workshop on Tackling Climate Change with Machine Learning, 2025

Beyond Resolution: Multi-Scale Weather and Climate Data for Alpine Renewable Energy in the Digital Twin Era -- First Evaluations and Recommendations

Irene Schicker, Marianne Bügelmayer-Blaschek, Annemarie Lexer, Katharina Baier, Kristofer Hasel, Paolo Gazzaneo

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

Comments perspectives paper submitted to iScience, 25 pages, 2 tables, 3 figures

Journal ref iScience 2025

Interpreting Multi-Attribute Confounding through Numerical Attributes in Large Language Models

Hirohane Takagi, Gouki Minegishi, Shota Kizawa, Issey Sukeda, Hitomi Yanaka

机构 * The University of Tokyo（东京大学） ； RIKEN（日本研究机构） ； Tohoku University（东北大学） 纠错

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

Comments Accepted to IJCNLP-AACL 2025 (Main). Code available at https://github.com/htkg/num_attrs

DeepDiver: Adaptive Search Intensity Scaling via Open-Web Reinforcement Learning

Wenxuan Shi, Haochen Tan, Chuqiao Kuang, Xiaoguang Li, Xiaozhe Ren, Chen Zhang, Hanting Chen, Yasheng Wang, Lu Hou, Lifeng Shang

机构 * Huawei Language Model Lab（华为语言模型实验室） 纠错

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

Comments Accepted as NeurIPS 2025 Spotlight

BLADE: Benchmarking Language Model Agents for Data-Driven Science

Ken Gu, Ruoxi Shang, Ruien Jiang, Keying Kuang, Richard-John Lin, Donghe Lyu, Yue Mao, Youran Pan, Teng Wu, Jiaqian Yu, Yikun Zhang, Tianmai M. Zhang, Lanyi Zhu, Mike A. Merrill, Jeffrey Heer, Tim Althoff

机构 * University of Washington（华盛顿大学） ； UC Berkeley（伯克利大学） ； New York University（纽约大学） ； Stanford University（斯坦福大学） ； University of British Columbia（不列颠哥伦比亚大学） ； Microsoft（微软） ； George Washington University（乔治·华盛顿大学） 纠错

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

Comments EMNLP 2024

MemoriesDB: A Temporal-Semantic-Relational Database for Long-Term Agent Memory / Modeling Experience as a Graph of Temporal-Semantic Surfaces

Joel Ward

机构 * CircleClick Labs（CircleClick实验室） 纠错

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

UniMove: A Unified Model for Multi-city Human Mobility Prediction

Chonghua Han, Yuan Yuan, Yukun Liu, Jingtao Ding, Jie Feng, Yong Li

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

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

Comments Accepted by SIGSPATIAL 2025

PlanT 2.0: Exposing Biases and Structural Flaws in Closed-Loop Driving

Simon Gerstenecker, Andreas Geiger, Katrin Renz

机构 * University of Tübingen（图宾根大学） ； Tübingen AI Center（图宾根人工智能中心） 纠错

专题命中 规划推理 ：planning(abstract)

Multi-Agent Reinforcement Learning for Deadlock Handling among Autonomous Mobile Robots

Marcel Müller

专题命中 规划推理 ：planning(abstract)

Comments for associated repositories, see https://github.com/Nerozud/dl_reference_models and https://github.com/Nerozud/FTS_simpel

AdaDrive: Self-Adaptive Slow-Fast System for Language-Grounded Autonomous Driving

Ruifei Zhang, Junlin Xie, Wei Zhang, Weikai Chen, Xiao Tan, Xiang Wan, Guanbin Li

机构 * The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） ； Shenzhen Research Institute of Big Data（深圳大数据研究院） ； Sun Yat-sen University（中山大学） ； Baidu Inc.（百度公司） ； Guangdong Key Laboratory of Big Data Analysis and Processing（广东大数据分析与处理重点实验室） 纠错

专题命中 规划推理 ：reasoning(abstract)

Comments Accepted by ICCV2025

In-Context-Learning-Assisted Quality Assessment Vision-Language Models for Metal Additive Manufacturing

Qiaojie Zheng, Jiucai Zhang, Xiaoli Zhang

机构 * Colorado School of Mines（科罗拉多矿业学院） 纠错

专题命中 规划推理 ：reasoning(abstract)

Comments 8 pages, 8 figures