大模型推理能力

MASTER: A Multi-Agent System with LLM Specialized MCTS

Bingzheng Gan, Yufan Zhao, Tianyi Zhang, Jing Huang, Yusu Li, Shu Xian Teo, Changwang Zhang, Wei Shi

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

Comments Accepted by main NAACL 2025

Develop AI Agents for System Engineering in Factorio

Neel Kant

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

Model-Free RL Agents Demonstrate System 1-Like Intentionality

Hal Ashton, Matija Franklin

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

EICopilot: Search and Explore Enterprise Information over Large-scale Knowledge Graphs with LLM-driven Agents

Yuhui Yun, Huilong Ye, Xinru Li, Ruojia Li, Jingfeng Deng, Li Li, Haoyi Xiong

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

SOP-Agent: Empower General Purpose AI Agent with Domain-Specific SOPs

Anbang Ye, Qianran Ma, Jia Chen, Muqi Li, Tong Li, Fujiao Liu, Siqi Mai, Meichen Lu, Haitao Bao, Yang You

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

Comments 35 pages, 5 figures

How GPT learns layer by layer

Jason Du, Kelly Hong, Alishba Imran, Erfan Jahanparast, Mehdi Khfifi, Kaichun Qiao

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

PoAct: Policy and Action Dual-Control Agent for Generalized Applications

Guozhi Yuan, Youfeng Liu, Jingli Yang, Wei Jia, Kai Lin, Yansong Gao, Shan He, Zilin Ding, Haitao Li

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

SenseRAG: Constructing Environmental Knowledge Bases with Proactive Querying for LLM-Based Autonomous Driving

Xuewen Luo, Fan Ding, Fengze Yang, Yang Zhou, Junnyong Loo, Hwa Hui Tew, Chenxi Liu

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

Comments This paper has been accepted for presentation at WACV Workshop LLMAD 2025

Seed-CTS: Unleashing the Power of Tree Search for Superior Performance in Competitive Coding Tasks

Hao Wang, Boyi Liu, Yufeng Zhang, Jie Chen

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

A Paragraph is All It Takes: Rich Robot Behaviors from Interacting, Trusted LLMs

OpenMind, Shaohong Zhong, Adam Zhou, Boyuan Chen, Homin Luo, Jan Liphardt

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

Comments 10 pages, 1 figure

Cooperate or Collapse: Emergence of Sustainable Cooperation in a Society of LLM Agents

Giorgio Piatti, Zhijing Jin, Max Kleiman-Weiner, Bernhard Schölkopf, Mrinmaya Sachan, Rada Mihalcea

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

Comments NeurIPS 2024

How language models extrapolate outside the training data: A case study in Textualized Gridworld

Doyoung Kim, Jongwon Lee, Jinho Park, Minjoon Seo

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

Enhancing Function-Calling Capabilities in LLMs: Strategies for Prompt Formats, Data Integration, and Multilingual Translation

Yi-Chang Chen, Po-Chun Hsu, Chan-Jan Hsu, Da-shan Shiu

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

A Domain-Independent Agent Architecture for Adaptive Operation in Evolving Open Worlds

Shiwali Mohan, Wiktor Piotrowski, Roni Stern, Sachin Grover, Sookyung Kim, Jacob Le, Johan De Kleer

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

Journal ref Artificial Intelligence (2024), Volume 334, Issue C

Atari-GPT: Benchmarking Multimodal Large Language Models as Low-Level Policies in Atari Games

Nicholas R. Waytowich, Devin White, MD Sunbeam, Vinicius G. Goecks

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

Comments Currently under review

An AI-Driven Data Mesh Architecture Enhancing Decision-Making in Infrastructure Construction and Public Procurement

Saurabh Mishra, Mahendra Shinde, Aniket Yadav, Bilal Ayyub, Anand Rao

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

Auto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models

Tian Yu, Shaolei Zhang, Yang Feng

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

Comments Code is available at https://github.com/ictnlp/Auto-RAG

Decoding Urban Industrial Complexity: Enhancing Knowledge-Driven Insights via IndustryScopeGPT

Siqi Wang, Chao Liang, Yunfan Gao, Yang Liu, Jing Li, Haofen Wang

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

Comments 9 pages, 6 figures, the 32nd ACM International Conference on Multimedia

Journal ref In Proceedings of the 32nd ACM International Conference on Multimedia, pp. 4757-4765 (2024, October)

TransDreamer: Reinforcement Learning with Transformer World Models

Chang Chen, Yi-Fu Wu, Jaesik Yoon, Sungjin Ahn

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

Comments Deep RL Workshop NeurIPS 2021

AIC MLLM: Autonomous Interactive Correction MLLM for Robust Robotic Manipulation

Chuyan Xiong, Chengyu Shen, Xiaoqi Li, Kaichen Zhou, Jeremy Liu, Ruiping Wang, Hao Dong

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

The Future of Intelligent Healthcare: A Systematic Analysis and Discussion on the Integration and Impact of Robots Using Large Language Models for Healthcare

Souren Pashangpour, Goldie Nejat

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

Journal ref MDPI Robotics 2024, 13(8)

Simplifying Latent Dynamics with Softly State-Invariant World Models

Tankred Saanum, Peter Dayan, Eric Schulz

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

USimAgent: Large Language Models for Simulating Search Users

Erhan Zhang, Xingzhu Wang, Peiyuan Gong, Yankai Lin, Jiaxin Mao

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

AutoFLUKA: A Large Language Model Based Framework for Automating Monte Carlo Simulations in FLUKA

Zavier Ndum Ndum, Jian Tao, John Ford, Yang Liu

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

Comments 58 pages including text, figures, references and appendices

Rapid and Automated Alloy Design with Graph Neural Network-Powered LLM-Driven Multi-Agent Systems

Alireza Ghafarollahi, Markus J. Buehler

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

Evidence of Cognitive Deficits andDevelopmental Advances in Generative AI: A Clock Drawing Test Analysis

Isaac R. Galatzer-Levy, Jed McGiffin, David Munday, Xin Liu, Danny Karmon, Ilia Labzovsky, Rivka Moroshko, Amir Zait, Daniel McDuff

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

On the Modeling Capabilities of Large Language Models for Sequential Decision Making

Martin Klissarov, Devon Hjelm, Alexander Toshev, Bogdan Mazoure

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

On the Power of Decision Trees in Auto-Regressive Language Modeling

Yulu Gan, Tomer Galanti, Tomaso Poggio, Eran Malach

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

Comments Accepted to NeurIPS 2024

SEAL: Suite for Evaluating API-use of LLMs

Woojeong Kim, Ashish Jagmohan, Aditya Vempaty

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

SynthAI: A Multi Agent Generative AI Framework for Automated Modular HLS Design Generation

Seyed Arash Sheikholeslam, Andre Ivanov

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

Comments This work is in progress and we will be updating it