大模型推理能力

ReaRAG: Knowledge-guided Reasoning Enhances Factuality of Large Reasoning Models with Iterative Retrieval Augmented Generation

Zhicheng Lee, Shulin Cao, Jinxin Liu, Jiajie Zhang, Weichuan Liu, Xiaoyin Che, Lei Hou, Juanzi Li

机构 * Tsinghua University（清华大学） ； Siemens AG（西门子公司） 纠错

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

Robust Planning for Autonomous Driving via Mixed Adversarial Diffusion Predictions

Albert Zhao, Stefano Soatto

机构 * Samueli School of Engineering, Computer Science Department, University of California, Los Angeles（加州大学洛杉矶分校计算机科学系桑德利学校） 纠错

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

Comments IEEE International Conference on Robotics and Automation (ICRA) 2025

RLAP: A Reinforcement Learning Enhanced Adaptive Planning Framework for Multi-step NLP Task Solving

Zepeng Ding, Dixuan Wang, Ziqin Luo, Guochao Jiang, Deqing Yang, Jiaqing Liang

机构 * Fudan University（复旦大学） 纠错

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

Achieving Scalable Robot Autonomy via neurosymbolic planning using lightweight local LLM

Nicholas Attolino, Alessio Capitanelli, Fulvio Mastrogiovanni

机构 * Department of Informatics, Bioengineering, Robotics and Systems Engineering, University of Genoa（信息学、生物工程、机器人与系统工程系，热那亚大学） ； Teseo Srl（Teseo公司） 纠错

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

Comments 18 pages, 3 figures, 4 tables, accepted at IAS 2025

Improve Rule Retrieval and Reasoning with Self-Induction and Relevance ReEstimate

Ziyang Huang, Wangtao Sun, Jun Zhao, Kang Liu

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

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

Comments ACL 2025

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer

Minh Hoang Nguyen, Linh Le Pham Van, Thommen George Karimpanal, Sunil Gupta, Hung Le

机构 * Applied AI Institute, Deakin University, Australia（应用人工智能研究所，德肯大学，澳大利亚） ； School of IT, Deakin University, Australia（信息学院，德肯大学，澳大利亚） 纠错

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

Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent

Ziyang Huang, Xiaowei Yuan, Yiming Ju, Jun Zhao, Kang Liu

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； University of Chinese Academy of Sciences（中国科学院大学） ； Beijing Academy of Artificial Intelligence（北京人工智能研究院） 纠错

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

Skill-based Safe Reinforcement Learning with Risk Planning

Hanping Zhang, Yuhong Guo

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

LLM-Empowered Embodied Agent for Memory-Augmented Task Planning in Household Robotics

Marc Glocker, Peter Hönig, Matthias Hirschmanner, Markus Vincze

机构 * Automation and Control Institute, Faculty of Electrical Engineering, TU Wien（自动化与控制研究所，电气工程学院，维也纳技术大学） ； AIT Austrian Institute of Technology GmbH, Center for Vision, Automation and Control（奥地利技术研究所（AIT）有限公司，视觉、自动化与控制中心） 纠错

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

Comments Accepted at Austrian Robotics Workshop 2025

ReSpAct: Harmonizing Reasoning, Speaking, and Acting Towards Building Large Language Model-Based Conversational AI Agents

Vardhan Dongre, Xiaocheng Yang, Emre Can Acikgoz, Suvodip Dey, Gokhan Tur, Dilek Hakkani-Tür

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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

Comments 31 pages, 10 Figures, 25 Tables

Roamify: Designing and Evaluating an LLM Based Google Chrome Extension for Personalised Itinerary Planning

Vikranth Udandarao, Noel Abraham Tiju, Muthuraj Vairamuthu, Harsh Mistry, Dhruv Kumar

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

Comments for code implementation, check https://github.com/Roamify-Research/Roamify

Generating Planning Feedback for Open-Ended Programming Exercises with LLMs

Mehmet Arif Demirtaş, Claire Zheng, Max Fowler, Kathryn Cunningham

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

Comments Accepted as full paper at AIED 2025

Value of Information-based Deceptive Path Planning Under Adversarial Interventions

Wesley A. Suttle, Jesse Milzman, Mustafa O. Karabag, Brian M. Sadler, Ufuk Topcu

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

Comments 10 pages, 4 figures

Entropy-Reinforced Planning with Large Language Models for Drug Discovery

Xuefeng Liu, Chih-chan Tien, Peng Ding, Songhao Jiang, Rick L. Stevens

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

Comments Published in ICML2024

Open Deep Search: Democratizing Search with Open-source Reasoning Agents

Salaheddin Alzubi, Creston Brooks, Purva Chiniya, Edoardo Contente, Chiara von Gerlach, Lucas Irwin, Yihan Jiang, Arda Kaz, Windsor Nguyen, Sewoong Oh, Himanshu Tyagi, Pramod Viswanath

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

Comments 27 pages, 8 figures, 4 tables

Look Before Leap: Look-Ahead Planning with Uncertainty in Reinforcement Learning

Yongshuai Liu, Xin Liu

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

Socratic Planner: Self-QA-Based Zero-Shot Planning for Embodied Instruction Following

Suyeon Shin, Sujin jeon, Junghyun Kim, Gi-Cheon Kang, Byoung-Tak Zhang

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

Comments 8 pages, 6 figures, published to ICRA 2025

Applications of Large Language Model Reasoning in Feature Generation

Dharani Chandra

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

Comments I just updated the format of the references in the paper

World Models in Artificial Intelligence: Sensing, Learning, and Reasoning Like a Child

Javier Del Ser, Jesus L. Lobo, Heimo Müller, Andreas Holzinger

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

Comments 11 pages, 1 figure

TxAgent: An AI Agent for Therapeutic Reasoning Across a Universe of Tools

Shanghua Gao, Richard Zhu, Zhenglun Kong, Ayush Noori, Xiaorui Su, Curtis Ginder, Theodoros Tsiligkaridis, Marinka Zitnik

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

Comments Project page: https://zitniklab.hms.harvard.edu/TxAgent TxAgent code: https://github.com/mims-harvard/TxAgent ToolUniverse code: https://github.com/mims-harvard/ToolUniverse

Automatic Operator-level Parallelism Planning for Distributed Deep Learning -- A Mixed-Integer Programming Approach

Ruifeng She, Bowen Pang, Kai Li, Zehua Liu, Tao Zhong

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

Is LLMs Hallucination Usable? LLM-based Negative Reasoning for Fake News Detection

Chaowei Zhang, Zongling Feng, Zewei Zhang, Jipeng Qiang, Guandong Xu, Yun Li

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

Comments 9 pages, 12 figures, conference

Agent-Oriented Planning in Multi-Agent Systems

Ao Li, Yuexiang Xie, Songze Li, Fugee Tsung, Bolin Ding, Yaliang Li

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

Comments Accepted by ICLR'2025

Rao-Blackwellized POMDP Planning

Jiho Lee, Nisar R. Ahmed, Kyle H. Wray, Zachary N. Sunberg

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

Actor Critic with Experience Replay-based automatic treatment planning for prostate cancer intensity modulated radiotherapy

Md Mainul Abrar, Parvat Sapkota, Damon Sprouts, Xun Jia, Yujie Chi

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

Comments 27 Pages, 8 Figures, 4 Tables

Comparative Analysis of Multi-Agent Reinforcement Learning Policies for Crop Planning Decision Support

Anubha Mahajan, Shreya Hegde, Ethan Shay, Daniel Wu, Aviva Prins

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

Giving AI Personalities Leads to More Human-Like Reasoning

Animesh Nighojkar, Bekhzodbek Moydinboyev, My Duong, John Licato

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

Are Smarter LLMs Safer? Exploring Safety-Reasoning Trade-offs in Prompting and Fine-Tuning

Ang Li, Yichuan Mo, Mingjie Li, Yifei Wang, Yisen Wang

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

Reasoning and the Trusting Behavior of DeepSeek and GPT: An Experiment Revealing Hidden Fault Lines in Large Language Models

Rubing Li, João Sedoc, Arun Sundararajan

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

CausalEval: Towards Better Causal Reasoning in Language Models

Longxuan Yu, Delin Chen, Siheng Xiong, Qingyang Wu, Qingzhen Liu, Dawei Li, Zhikai Chen, Xiaoze Liu, Liangming Pan

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

Comments Accepted to NAACL25 (main)