Abstract: Highlights•A novel hierarchical graph representation learning model for drug-target binding affinity prediction.•Represents the drug-target binding affinity data as a hierarchical graph.•Hierarchically integrates coarse- and fine-level information in a coarse-to-fine manner.
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