RODE

by TonghanWang · indexed from github

Codes accompanying the paper "RODE: Learning Roles to Decompose Multi-Agent Tasks (ICLR 2021, https://arxiv.org/abs/2010.01523). RODE is a scalable role-based multi-agent learning method which effectively discovers roles based on joint action space decomposition according to action effects, establishing a new state of the art on the StarCraft multi-agent benchmark.

__Modifications to the SMAC Environments: In the SMAC framework, an attacking action is tied to a specific enemy unit. However, when the environment is reset at each episode, the same action ID may correspond to different enemies. This variability alters the semantics of actions across different episodes, making it difficult to learn consistent and meaningful action representations. Therefore, we sorted enemies in the SMAC environment file.__

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