大模型推理能力

Plum: Prompt Learning using Metaheuristic

Rui Pan, Shuo Xing, Shizhe Diao, Wenhe Sun, Xiang Liu, Kashun Shum, Renjie Pi, Jipeng Zhang, Tong Zhang

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

Comments Published at Findings of ACL 2024

Theory of Mind for Multi-Agent Collaboration via Large Language Models

Huao Li, Yu Quan Chong, Simon Stepputtis, Joseph Campbell, Dana Hughes, Michael Lewis, Katia Sycara

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

Comments Accepted to EMNLP 2023 (Main Conference). Code available at https://github.com/romanlee6/multi_LLM_comm

Journal ref in Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, Page 180-192, ACL

Identifiable Causal Representation Learning: Unsupervised, Multi-View, and Multi-Environment

Julius von Kügelgen

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

Comments PhD Thesis; 190 pages, 33 figures, 6 tables

Journal ref University of Cambridge, 2024

SportsMetrics: Blending Text and Numerical Data to Understand Information Fusion in LLMs

Yebowen Hu, Kaiqiang Song, Sangwoo Cho, Xiaoyang Wang, Hassan Foroosh, Dong Yu, Fei Liu

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

Comments ACL 2024 Long Paper

Mitigating Boundary Ambiguity and Inherent Bias for Text Classification in the Era of Large Language Models

Zhenyi Lu, Jie Tian, Wei Wei, Xiaoye Qu, Yu Cheng, Wenfeng xie, Dangyang Chen

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

Comments ACL2024 findings

Through the Thicket: A Study of Number-Oriented LLMs derived from Random Forest Models

Michał Romaszewski, Przemysław Sekuła, Przemysław Głomb, Michał Cholewa, Katarzyna Kołodziej

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

Algorithm of Thoughts: Enhancing Exploration of Ideas in Large Language Models

Bilgehan Sel, Ahmad Al-Tawaha, Vanshaj Khattar, Ruoxi Jia, Ming Jin

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

Comments ICML 2024

FinRobot: An Open-Source AI Agent Platform for Financial Applications using Large Language Models

Hongyang Yang, Boyu Zhang, Neng Wang, Cheng Guo, Xiaoli Zhang, Likun Lin, Junlin Wang, Tianyu Zhou, Mao Guan, Runjia Zhang, Christina Dan Wang

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

Comments FinRobot Whitepaper V1.0

Embodied LLM Agents Learn to Cooperate in Organized Teams

Xudong Guo, Kaixuan Huang, Jiale Liu, Wenhui Fan, Natalia Vélez, Qingyun Wu, Huazheng Wang, Thomas L. Griffiths, Mengdi Wang

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

Automating the Enterprise with Foundation Models

Michael Wornow, Avanika Narayan, Krista Opsahl-Ong, Quinn McIntyre, Nigam H. Shah, Christopher Re

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

Decision-Oriented Dialogue for Human-AI Collaboration

Jessy Lin, Nicholas Tomlin, Jacob Andreas, Jason Eisner

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

Comments TACL 2024, pre-MIT Press publication version

LLMSat: A Large Language Model-Based Goal-Oriented Agent for Autonomous Space Exploration

David Maranto

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

Comments B.A.Sc thesis

Integration of Mixture of Experts and Multimodal Generative AI in Internet of Vehicles: A Survey

Minrui Xu, Dusit Niyato, Jiawen Kang, Zehui Xiong, Abbas Jamalipour, Yuguang Fang, Dong In Kim, Xuemin, Shen

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

Large Language Model based Multi-Agents: A Survey of Progress and Challenges

Taicheng Guo, Xiuying Chen, Yaqi Wang, Ruidi Chang, Shichao Pei, Nitesh V. Chawla, Olaf Wiest, Xiangliang Zhang

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

Comments This work is ongoing and we welcome your contribution!

CACA Agent: Capability Collaboration based AI Agent

Peng Xu, Haoran Wang, Chuang Wang, Xu Liu

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

Comments 4 pages,5 figures

VideoAgent: Long-form Video Understanding with Large Language Model as Agent

Xiaohan Wang, Yuhui Zhang, Orr Zohar, Serena Yeung-Levy

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

RoboScript: Code Generation for Free-Form Manipulation Tasks across Real and Simulation

Junting Chen, Yao Mu, Qiaojun Yu, Tianming Wei, Silang Wu, Zhecheng Yuan, Zhixuan Liang, Chao Yang, Kaipeng Zhang, Wenqi Shao, Yu Qiao, Huazhe Xu, Mingyu Ding, Ping Luo

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

Comments 10 pages of main paper, 4 pages of appendix; 10 figures in main paper, 3 figures in appendix

Why Solving Multi-agent Path Finding with Large Language Model has not Succeeded Yet

Weizhe Chen, Sven Koenig, Bistra Dilkina

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

Enhancing Large Language Models for Clinical Decision Support by Incorporating Clinical Practice Guidelines

David Oniani, Xizhi Wu, Shyam Visweswaran, Sumit Kapoor, Shravan Kooragayalu, Katelyn Polanska, Yanshan Wang

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

Mini-BEHAVIOR: A Procedurally Generated Benchmark for Long-horizon Decision-Making in Embodied AI

Emily Jin, Jiaheng Hu, Zhuoyi Huang, Ruohan Zhang, Jiajun Wu, Li Fei-Fei, Roberto Martín-Martín

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

GPT-Driver: Learning to Drive with GPT

Jiageng Mao, Yuxi Qian, Junjie Ye, Hang Zhao, Yue Wang

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

Comments NeurIPS 2023 Foundation Models for Decision Making Workshop

DUMA: a Dual-Mind Conversational Agent with Fast and Slow Thinking

Xiaoyu Tian, Liangyu Chen, Na Liu, Yaxuan Liu, Wei Zou, Kaijiang Chen, Ming Cui

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

LLM Augmented Hierarchical Agents

Bharat Prakash, Tim Oates, Tinoosh Mohsenin

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

Discovering Hierarchical Achievements in Reinforcement Learning via Contrastive Learning

Seungyong Moon, Junyoung Yeom, Bumsoo Park, Hyun Oh Song

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

Comments Accepted at NeurIPS 2023

Autonomous Tree-search Ability of Large Language Models

Zheyu Zhang, Zhuorui Ye, Yikang Shen, Chuang Gan

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

Comments Due to the limitation "The abstract field cannot be longer than 1,920 characters", the abstract here is shorter than that in the PDF file

REFLECT: Summarizing Robot Experiences for Failure Explanation and Correction

Zeyi Liu, Arpit Bahety, Shuran Song

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

Comments Conference on Robot Learning (CoRL) 2023; Project website: https://robot-reflect.github.io/

An In-depth Survey of Large Language Model-based Artificial Intelligence Agents

Pengyu Zhao, Zijian Jin, Ning Cheng

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

Self-driven Grounding: Large Language Model Agents with Automatical Language-aligned Skill Learning

Shaohui Peng, Xing Hu, Qi Yi, Rui Zhang, Jiaming Guo, Di Huang, Zikang Tian, Ruizhi Chen, Zidong Du, Qi Guo, Yunji Chen, Ling Li

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

A Human-on-the-Loop Optimization Autoformalism Approach for Sustainability

Ming Jin, Bilgehan Sel, Fnu Hardeep, Wotao Yin

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

CohortGPT: An Enhanced GPT for Participant Recruitment in Clinical Study

Zihan Guan, Zihao Wu, Zhengliang Liu, Dufan Wu, Hui Ren, Quanzheng Li, Xiang Li, Ninghao Liu

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

Comments 16 pages, 10 figures