From 3734ed4351ffc177f1669b9316cba1b2087e3d96 Mon Sep 17 00:00:00 2001 From: Maxime MORGE <maxime.morge@univ-lille.fr> Date: Fri, 28 Mar 2025 11:03:51 +0100 Subject: [PATCH] LLM4AAMAS: add chen24icra --- README.md | 36 +++++++++++++++++++++++++++--------- 1 file changed, 27 insertions(+), 9 deletions(-) diff --git a/README.md b/README.md index 811716a..a281e45 100644 --- a/README.md +++ b/README.md @@ -339,6 +339,33 @@ simulation. Challenges](https://arxiv.org/abs/2402.01680)** Taicheng Guo et al. (2024) Published on *arXiv* arXiv:2402.01680 [cs.CL] + +### Distributed Problem Solving + +The authors consider LLMs as multi-robot task planners. They compares different +coordination frameworks of cooperative dialogue among multiple LLMs for +increasing number of robots. While a decentralized communication framework +considers that each robot is provided its own LLM agent and dialogue proceed in +round of turn-taking, a centralized framework use a single LLM to produce the +next action for all robots in the system. Both central and local planners +produce the most successful plan and scale best to large numbers of agents. + +- **[Scalable Multi-Robot Collaboration with Large Language Models: Centralized + or Decentralized Systems?](https://doi.org/10.1109/ICRA57147.2024.10610676)** + Yongchao Chen, Jacob Arkin, Yang Zhang, Nicholas Roy, Chuchu Fan (2024) in + *2024 IEEE International Conference on Robotics and Automation (ICRA)*, pp. + 4311-4317. + +AGENTVERSE is a general multi-agent framework that simulates problem-solving +procedures of human groups. + +- **[Agentverse: Facilitating multi-agent collaboration and exploring emergent + behaviors](https://openreview.net/forum?id=HywBMyh6JGR)** *Weize Chen, Yusheng + Su, Jingwei Zuo, Cheng Yang, Chenfei Yuan, Chi-Min Chan, Heyang Yu, Yaxi Lu, + Yi-Hsin Hung, Chen Qian, et al. (2023)* Published in *The Twelfth + International Conference on Learning Representations (ICLR 2023)* + + ### Social Simulation LLMs can simulate realistic perceptions, reasoning, and decision-making, react @@ -373,15 +400,6 @@ simulation in an environment inspired by The Sims. Symposium on User Interface Software and Technology* Articleno: 2, Pages: 22, Location: San Francisco, CA, USA, Series: UIST '23 -AGENTVERSE is a general multi-agent framework that simulates problem-solving -procedures of human groups. - -- **[Agentverse: Facilitating multi-agent collaboration and exploring emergent - behaviors](https://openreview.net/forum?id=HywBMyh6JGR)** *Weize Chen, Yusheng - Su, Jingwei Zuo, Cheng Yang, Chenfei Yuan, Chi-Min Chan, Heyang Yu, Yaxi Lu, - Yi-Hsin Hung, Chen Qian, et al. (2023)* Published in *The Twelfth - International Conference on Learning Representations (ICLR 2023)* - An open-source platform to simulate a human society. - **[Training socially aligned language models on simulated social -- GitLab