Efficient Human-AI Coordination via Preparatory Language-based Convention

no code implementations • 1 Nov 2023 • Cong Guan, Lichao Zhang, Chunpeng Fan, Yichen Li, Feng Chen, Lihe Li, Yunjia Tian, Lei Yuan, Yang Yu

Developing intelligent agents capable of seamless coordination with humans is a critical step towards achieving artificial general intelligence.

Language Modelling Large Language Model

Multi-agent Continual Coordination via Progressive Task Contextualization

no code implementations • 7 May 2023 • Lei Yuan, Lihe Li, Ziqian Zhang, Fuxiang Zhang, Cong Guan, Yang Yu

Towards tackling the mentioned issue, this paper proposes an approach Multi-Agent Continual Coordination via Progressive Task Contextualization, dubbed MACPro.

Continual Learning Multi-agent Reinforcement Learning

Robust Multi-agent Communication via Multi-view Message Certification

no code implementations • 7 May 2023 • Lei Yuan, Tao Jiang, Lihe Li, Feng Chen, Zongzhang Zhang, Yang Yu

Many multi-agent scenarios require message sharing among agents to promote coordination, hastening the robustness of multi-agent communication when policies are deployed in a message perturbation environment.