Abstract: Highlights•A novel PRM-GNN model is proposed to mine power relationships in social networks.•PRM-GNN addresses complex user behavior and overlapping power structures.•User–Interaction–User (UIU) union representation improves power relationship mining.•Graph attention mechanism enhances model explainability and performance.•PRM-GNN outperforms state-of-the-art methods on real-world datasets.
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