We further design an expert-wise training strategy to alleviate the impact of unhelpful demonstrations when optimizing the retriever model.

In this paper, we intent to handle this emerging issue.

Furthermore, the learned communication protocols exhibit zero-shot generalization capabilities in ad-hoc teamwork scenarios with unseen teammates and novel task states.