大模型推理能力

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)

THOUGHTSCULPT: Reasoning with Intermediate Revision and Search

Yizhou Chi, Kevin Yang, Dan Klein

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

Comments Accepted to NAACL 2025 Findings. Code and data available at https://github.com/cyzus/thoughtsculpt

Towards Learning Scalable Agile Dynamic Motion Planning for Robosoccer Teams with Policy Optimization

Brandon Ho, Batuhan Altundas, Matthew Gombolay

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

Diffusion-Based Planning for Autonomous Driving with Flexible Guidance

Yinan Zheng, Ruiming Liang, Kexin Zheng, Jinliang Zheng, Liyuan Mao, Jianxiong Li, Weihao Gu, Rui Ai, Shengbo Eben Li, Xianyuan Zhan, Jingjing Liu

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

Think-on-Graph 2.0: Deep and Faithful Large Language Model Reasoning with Knowledge-guided Retrieval Augmented Generation

Shengjie Ma, Chengjin Xu, Xuhui Jiang, Muzhi Li, Huaren Qu, Cehao Yang, Jiaxin Mao, Jian Guo

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

Interactive Task Planning with Language Models

Boyi Li, Philipp Wu, Pieter Abbeel, Jitendra Malik

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

Comments Transactions on Machine Learning Research (TMLR), 2025

Step Back to Leap Forward: Self-Backtracking for Boosting Reasoning of Language Models

Xiao-Wen Yang, Xuan-Yi Zhu, Wen-Da Wei, Ding-Chu Zhang, Jie-Jing Shao, Zhi Zhou, Lan-Zhe Guo, Yu-Feng Li

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

Comments This is a preprint under review, 15 pages, 13 figures

Anticipate & Act : Integrating LLMs and Classical Planning for Efficient Task Execution in Household Environments

Raghav Arora, Shivam Singh, Karthik Swaminathan, Ahana Datta, Snehasis Banerjee, Brojeshwar Bhowmick, Krishna Murthy Jatavallabhula, Mohan Sridharan, Madhava Krishna

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

Comments Accepted to IEEE International Conference on Robotics and Automation (ICRA) 2024

Plan*RAG: Efficient Test-Time Planning for Retrieval Augmented Generation

Prakhar Verma, Sukruta Prakash Midigeshi, Gaurav Sinha, Arno Solin, Nagarajan Natarajan, Amit Sharma

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

Comments 19 pages, preprint

Large Language Models Can Solve Real-World Planning Rigorously with Formal Verification Tools

Yilun Hao, Yongchao Chen, Yang Zhang, Chuchu Fan

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

Comments 50 pages, 6 figures, 8 tables

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Fengli Xu, Qianyue Hao, Zefang Zong, Jingwei Wang, Yunke Zhang, Jingyi Wang, Xiaochong Lan, Jiahui Gong, Tianjian Ouyang, Fanjin Meng, Chenyang Shao, Yuwei Yan, Qinglong Yang, Yiwen Song, Sijian Ren, Xinyuan Hu, Yu Li, Jie Feng, Chen Gao, Yong Li

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

Comments 36 pages, 5 figures

Search-o1: Agentic Search-Enhanced Large Reasoning Models

Xiaoxi Li, Guanting Dong, Jiajie Jin, Yuyao Zhang, Yujia Zhou, Yutao Zhu, Peitian Zhang, Zhicheng Dou

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

Learning Social Cost Functions for Human-Aware Path Planning

Andrea Eirale, Matteo Leonetti, Marcello Chiaberge

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