Abstract: Highlights•Map decision factors to the graph domain and construct a preference feature graph.•Adaptive GNN model fuses criterion and category embeddings with attention mechanism.•Develop a GNNs-based PL method for multi-criteria decision support.•Bridge the gap between MCDM and PL in the context of intelligent decision-making.
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