Abstract: Highlights•Propose to learn PPI representations jointly from both topology and consensus views.•Introduce label signal to guide the learning process of PPI representations.•Enforce a constraint to maintain consistency between topology and consensus views.•Conduct extensive experiments to verify the effectiveness of the proposed method.
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