Abstract: Highlights•The framework explores semantic-level feature similarity.•The self-checking mechanism ensures the authenticity of the positive nodes.•The reweighting strategy enhances the effect of hard negative nodes.•The training algorithm exhibits competitive performance on various datasets.
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