大模型推理能力

Exploring 3D Reasoning-Driven Planning: From Implicit Human Intentions to Route-Aware Activity Planning

Xueying Jiang, Wenhao Li, Xiaoqin Zhang, Ling Shao, Shijian Lu

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

Emergent Response Planning in LLMs

Zhichen Dong, Zhanhui Zhou, Zhixuan Liu, Chao Yang, Chaochao Lu

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

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

Comments Published at ICML 2025. Code available at: https://github.com/niconi19/Emergent-Response-Planning-in-LLMs

Journal ref Proceedings of the 42nd International Conference on Machine Learning (ICML 2025)

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search

Mikhail Andronov, Natalia Andronova, Michael Wand, Jürgen Schmidhuber, Djork-Arné Clevert

机构 * SUPSI, IDSIA（SUPSI、IDSIA） ； Pfizer Research and Development（辉瑞研发） ； Institute for Digital Technologies for Personalized Healthcare（个性化医疗数字技术研究所） ； KAUST（王国立科技大学） ； Center for Generative AI（生成人工智能中心） 纠错

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

L3M+P: Lifelong Planning with Large Language Models

Krish Agarwal, Yuqian Jiang, Jiaheng Hu, Bo Liu, Peter Stone

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

A Multi-Agent Pokemon Tournament for Evaluating Strategic Reasoning of Large Language Models

Tadisetty Sai Yashwanth, Dhatri C

机构 * TuriLabs 纠错

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

Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks

Lutfi Eren Erdogan, Nicholas Lee, Sehoon Kim, Suhong Moon, Hiroki Furuta, Gopala Anumanchipalli, Kurt Keutzer, Amir Gholami

机构 * University of Tokyo（东京大学） 纠错

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

Journal ref ICML 2025

When not to help: planning for lasting human-AI collaboration

Mark Steyvers, Lukas Mayer

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

An analysis of AI Decision under Risk: Prospect theory emerges in Large Language Models

Kenneth Payne

机构 * King’s College London（伦敦国王学院） 纠错

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

Comments 26 pages, 2 figures, 9 tables, 2 appendices

Beyond Simulation: Benchmarking World Models for Planning and Causality in Autonomous Driving

Hunter Schofield, Mohammed Elmahgiubi, Kasra Rezaee, Jinjun Shan

机构 * Noah’s Ark Lab, Huawei Technologies Canada（华为技术加拿大分公司诺亚 Ark 实验室） ； York University, Toronto, Canada（多伦多大学） 纠错

专题命中 规划推理 ：planning(title)

Comments Accepted ICRA 2025

Distributed AI Agents for Cognitive Underwater Robot Autonomy

Markus Buchholz, Ignacio Carlucho, Michele Grimaldi, Yvan R. Petillot

机构 * School of Engineering & Physical Sciences, Heriot-Watt University（工程与物理科学学院，赫里奥特-瓦特大学） 纠错

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

A Survey on Agent Workflow -- Status and Future

Chaojia Yu, Zihan Cheng, Hanwen Cui, Yishuo Gao, Zexu Luo, Yijin Wang, Hangbin Zheng, Yong Zhao

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

Comments 12 pages, 3 figures, accepted to IEEE Conference, ICAIBD(International Conference of Artificial Intelligence and Big Data) 2025. This is the author's version, not the publisher's. See https://ieeexplore.ieee.org/document/11082076

Journal ref IEEE ICAIBD 2025, pp. 770-781

Eyes Will Shut: A Vision-Based Next GPS Location Prediction Model by Reinforcement Learning from Visual Map Feed Back

Ruixing Zhang, Yang Zhang, Tongyu Zhu, Leilei Sun, Weifeng Lv

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

Pre-Tactical Flight-Delay and Turnaround Forecasting with Synthetic Aviation Data

Abdulmajid Murad, Massimiliano Ruocco

机构 * Department of Software Engineering, Safety and Security（软件工程与安全系） ； SINTEF Digital（SINTEF数字研究院） ； Norwegian University of Science and Technology（挪威科技大学） 纠错

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

Comments Preprint. Under review

Do Edges Matter? Investigating Edge-Enhanced Pre-Training for Medical Image Segmentation

Paul Zaha, Lars Böcking, Simeon Allmendinger, Leopold Müller, Niklas Kühl

机构 * University of Bayreuth（拜罗伊特大学） ； Fraunhofer FIT（弗劳恩霍夫 FIT 研究所） 纠错

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

Comments 11 pages, 5 figures, Third International Workshop on Data Engineering in Medical Imaging (DEMI 2025)

On the Generalization vs Fidelity Paradox in Knowledge Distillation

Suhas Kamasetty Ramesh, Ayan Sengupta, Tanmoy Chakraborty

机构 * Department of Electrical Engineering（电气工程系） ； Indian Institute of Technology Delhi（印度理工学院德里） 纠错

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

PUZZLED: Jailbreaking LLMs through Word-Based Puzzles

Yelim Ahn, Jaejin Lee

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

Comments 15 pages

MAO-ARAG: Multi-Agent Orchestration for Adaptive Retrieval-Augmented Generation

Yiqun Chen, Erhan Zhang, Lingyong Yan, Shuaiqiang Wang, Jizhou Huang, Dawei Yin, Jiaxin Mao

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

VideoLLaMB: Long Streaming Video Understanding with Recurrent Memory Bridges

Yuxuan Wang, Yiqi Song, Cihang Xie, Yang Liu, Zilong Zheng

机构 * NLCo Lab, State Key Laboratory of General Artificial Intelligence, BIGAI（NLCo实验室、国家一般人工智能重点实验室、BIGAI） ； School of Computer Science & Technology, Beijing Institute of Technology（计算机科学与技术学院、北京理工大学） ； Computer Science and Engineering, University of California（计算机科学与工程系、加州大学） ； Wangxuan Institute of Computer Technology, Peking University（王轩计算机技术研究所、北京大学） 纠错

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

Comments To appear at ICCV 2025

Attention-Enhanced Prompt Decision Transformers for UAV-Assisted Communications with AoI

Chi Lu, Yiyang Ni, Zhe Wang, Xiaoli Shi, Jun Li, Shi Jin

专题命中 规划推理 ：planning(abstract)

Revenue Optimization in Wireless Video Caching Networks: A Privacy-Preserving Two-Stage Solution

Yijing Zhang, Md-Ferdous Pervej, Andreas F. Molisch

专题命中 规划推理 ：planning(abstract)

Comments Under review for possible publication in the IEEE Transactions on Communications

An Appraisal-Based Approach to Human-Centred Explanations

Rukshani Somarathna, Madhawa Perera, Tom Gedeon, Matt Adcock

专题命中 规划推理 ：reasoning(abstract)