Skill matters: Dynamic skill learning for multi-agent cooperative reinforcement learning
With the popularization of intelligence, the necessity of cooperation between intelligent
machines makes the research of collaborative multi-agent reinforcement learning (MARL) …
machines makes the research of collaborative multi-agent reinforcement learning (MARL) …
SATF: A Scalable Attentive Transfer Framework for Efficient Multiagent Reinforcement Learning
It is challenging to train an efficient learning procedure with multiagent reinforcement
learning (MARL) when the number of agents increases as the observation space …
learning (MARL) when the number of agents increases as the observation space …
Variational Offline Multi-agent Skill Discovery
J Chen, B Ganguly, T Lan, V Aggarwal - arXiv preprint arXiv:2405.16386, 2024 - arxiv.org
Skills are effective temporal abstractions established for sequential decision making tasks,
which enable efficient hierarchical learning for long-horizon tasks and facilitate multi-task …
which enable efficient hierarchical learning for long-horizon tasks and facilitate multi-task …