Abstract: Highlights•The GNN module learns potential intent representations between neighboring users.•The comparative learning module explores structural and semantic features of signals.•MD-GCCF aggregates deep graph collaborative signals and enhances their diversity.•Experiments demonstrate the effectiveness of MD-GCCF on three datasets.
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