Abstract: Highlights•Cross-graph matching information is central to the task of entity alignment.•Virtual node matching mechanism is proposed to obtain long-range dependencies.•Novel subgraph discriminator can generate higher quality entity embeddings.•Experiments verifies the effectiveness of our model on different datasets.
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