Abstract: Highlights•A novel neural model, called RHGT, is proposed for drug repurposing.•RHGT characterizes the heterogeneity of the network at node level and edge level.•A fine-grained method is developed to learn edge type embedding.•RHGT achieves state-of-art performance in CTD and TTD datasets.
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