Abstract: Highlights•An attributed graph clustering method under the contrastive mechanism is proposed.•A cluster-aware contrasting view based on EBC and kNN graph is built.•Multilevel contrast and self-supervised clustering are jointly optimized.•Extensive experiments demonstrate the superiority of the model in clustering.
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