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. 2025 Feb 25;11:e2706. doi: 10.7717/peerj-cs.2706

Table 3. Ablation study.

To enhance the clarity of the experimental results, the optimal results for each dataset are highlighted in bold, and the suboptimal ones are indicated with underlining.

Model MovieLens 1M Book-crossing Taobao
AUC NDCG@10 AUC NDCG@10 AUC NDCG@10
GNN-A2-Attention 0.9053 0.9457 0.8253 0.9108 0.6682 0.1501
GNN-A2-Fusion 0.9072 0.9415 0.8307 0.9061 0.6693 0.1497
GNN-A2-Broad 0.9087 0.9403 0.8341 0.9032 0.6706 0.1485
GNN-A2 0.9101 0.9506 0.8400 0.9137 0.6715 0.1526