Unless I'm misreading something, it appears that the linked paper appears to use one-hot encoding to represent each of the cards -- not any learned embedding to

Unless I'm misreading something, it appears that the linked paper appears to use one-hot encoding to represent each of the cards -- not any learned embedding to represent each card -- unless I'm misunderstanding what you mean by "representation learning"?