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Reverse edge types are necessary to allow that every node types receives new information during message passing. For example, in a bipartite graph with user and movie types, and a single relation watched, message passing does only send information from users to movies, not the other way around. In that case, only movie embeddings are learned, and you would miss out on the information of users that watched similar movies.

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@Jeriousman
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