Abstract: Highlights•CHCLA enhances user–item recommendations with attribute interaction modeling.•CHCLA leverages hypergraphs for comprehensive, higher-order attribute interactions.•CHCLA employs self-augmented contrastive learning to address data sparsity issue.
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