大模型推理能力

SMART: Self-learning Meta-strategy Agent for Reasoning Tasks

Rongxing Liu, Kumar Shridhar, Manish Prajapat, Patrick Xia, Mrinmaya Sachan

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

Amortized Planning with Large-Scale Transformers: A Case Study on Chess

Anian Ruoss, Grégoire Delétang, Sourabh Medapati, Jordi Grau-Moya, Li Kevin Wenliang, Elliot Catt, John Reid, Cannada A. Lewis, Joel Veness, Tim Genewein

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

CLIMB: Language-Guided Continual Learning for Task Planning with Iterative Model Building

Walker Byrnes, Miroslav Bogdanovic, Avi Balakirsky, Stephen Balakirsky, Animesh Garg

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

Comments 6 pages, 6 figures

AT-RAG: An Adaptive RAG Model Enhancing Query Efficiency with Topic Filtering and Iterative Reasoning

Mohammad Reza Rezaei, Maziar Hafezi, Amit Satpathy, Lovell Hodge, Ebrahim Pourjafari

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

TextLap: Customizing Language Models for Text-to-Layout Planning

Jian Chen, Ruiyi Zhang, Yufan Zhou, Jennifer Healey, Jiuxiang Gu, Zhiqiang Xu, Changyou Chen

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

Comments Accepted to the EMNLP Findings

Details Make a Difference: Object State-Sensitive Neurorobotic Task Planning

Xiaowen Sun, Xufeng Zhao, Jae Hee Lee, Wenhao Lu, Matthias Kerzel, Stefan Wermter

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

Comments ICANN24, Switzerland

Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning

Amrith Setlur, Chirag Nagpal, Adam Fisch, Xinyang Geng, Jacob Eisenstein, Rishabh Agarwal, Alekh Agarwal, Jonathan Berant, Aviral Kumar

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

Integrating Planning into Single-Turn Long-Form Text Generation

Yi Liang, You Wu, Honglei Zhuang, Li Chen, Jiaming Shen, Yiling Jia, Zhen Qin, Sumit Sanghai, Xuanhui Wang, Carl Yang, Michael Bendersky

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

PCQPR: Proactive Conversational Question Planning with Reflection

Shasha Guo, Lizi Liao, Jing Zhang, Cuiping Li, Hong Chen

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

Comments Accepted by EMNLP 2024 Main

Journal ref Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing

CPL: Critical Plan Step Learning Boosts LLM Generalization in Reasoning Tasks

Tianlong Wang, Junzhe Chen, Xueting Han, Jing Bai

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

Beyond Words: Evaluating Large Language Models in Transportation Planning

Shaowei Ying, Zhenlong Li, Manzhu Yu

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

A User Study on Contrastive Explanations for Multi-Effector Temporal Planning with Non-Stationary Costs

Xiaowei Liu, Kevin McAreavey, Weiru Liu

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

Causal Language Modeling Can Elicit Search and Reasoning Capabilities on Logic Puzzles

Kulin Shah, Nishanth Dikkala, Xin Wang, Rina Panigrahy

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

Comments 26 pages

TravelAgent: An AI Assistant for Personalized Travel Planning

Aili Chen, Xuyang Ge, Ziquan Fu, Yanghua Xiao, Jiangjie Chen

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

Adaptive Reinforcement Learning Planning: Harnessing Large Language Models for Complex Information Extraction

Zepeng Ding, Ruiyang Ke, Wenhao Huang, Guochao Jiang, Yanda Li, Deqing Yang, Jiaqing Liang

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

Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Pranav Putta, Edmund Mills, Naman Garg, Sumeet Motwani, Chelsea Finn, Divyansh Garg, Rafael Rafailov

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

BioRAG: A RAG-LLM Framework for Biological Question Reasoning

Chengrui Wang, Qingqing Long, Meng Xiao, Xunxin Cai, Chengjun Wu, Zhen Meng, Xuezhi Wang, Yuanchun Zhou

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

Comments 12 pages, 7 figures

A Look at Value-Based Decision-Time vs. Background Planning Methods Across Different Settings

Safa Alver, Doina Precup

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

Comments Accepted to EWRL 2024

Online Planning in POMDPs with State-Requests

Raphael Avalos, Eugenio Bargiacchi, Ann Nowé, Diederik M. Roijers, Frans A. Oliehoek

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

Journal ref Reinforcement Learning Journal, vol. 1, no. 1, 2024, pp. TBD

PLANTS: A Novel Problem and Dataset for Summarization of Planning-Like (PL) Tasks

Vishal Pallagani, Biplav Srivastava, Nitin Gupta

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

Towards Collaborative Intelligence: Propagating Intentions and Reasoning for Multi-Agent Coordination with Large Language Models

Xihe Qiu, Haoyu Wang, Xiaoyu Tan, Chao Qu, Yujie Xiong, Yuan Cheng, Yinghui Xu, Wei Chu, Yuan Qi

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

VeraCT Scan: Retrieval-Augmented Fake News Detection with Justifiable Reasoning

Cheng Niu, Yang Guan, Yuanhao Wu, Juno Zhu, Juntong Song, Randy Zhong, Kaihua Zhu, Siliang Xu, Shizhe Diao, Tong Zhang

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

Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning

Yuxi Xie, Anirudh Goyal, Wenyue Zheng, Min-Yen Kan, Timothy P. Lillicrap, Kenji Kawaguchi, Michael Shieh

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

Comments 10 pages, 4 figures, 4 tables (24 pages, 9 figures, 9 tables including references and appendices)

On Predictive planning and counterfactual learning in active inference

Aswin Paul, Takuya Isomura, Adeel Razi

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

Comments 13 pages, 8 figures

Guiding Clinical Reasoning with Large Language Models via Knowledge Seeds

Jiageng WU, Xian Wu, Jie Yang

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

MedAgents: Large Language Models as Collaborators for Zero-shot Medical Reasoning

Xiangru Tang, Anni Zou, Zhuosheng Zhang, Ziming Li, Yilun Zhao, Xingyao Zhang, Arman Cohan, Mark Gerstein

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

A Framework for Neurosymbolic Robot Action Planning using Large Language Models

Alessio Capitanelli, Fulvio Mastrogiovanni

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

Comments 36 pages, 7 figures, 2 tables. Updated according to reviewers' comments. Previous title: A Framework to Generate Neurosymbolic PDDL-compliant Planners

Journal ref Front. Neurorobot. 18:1342786, 04 June 2024

A Prompt-driven Task Planning Method for Multi-drones based on Large Language Model

Yaohua Liu

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

Reasoning about concepts with LLMs: Inconsistencies abound

Rosario Uceda-Sosa, Karthikeyan Natesan Ramamurthy, Maria Chang, Moninder Singh

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

Comments 15 pages, 5 figures, 3 tables

VerMCTS: Synthesizing Multi-Step Programs using a Verifier, a Large Language Model, and Tree Search

David Brandfonbrener, Simon Henniger, Sibi Raja, Tarun Prasad, Chloe Loughridge, Federico Cassano, Sabrina Ruixin Hu, Jianang Yang, William E. Byrd, Robert Zinkov, Nada Amin

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