Table 4.

Comparison results on DeepDDI dataset

Method	AUROC	AUPRC	F1
SSP-MLP	92.28 ± 0.18	90.27 ± 0.28	79.71 ± 0.16
GCN	85.53 ± 0.17	83.27 ± 0.31	72.18 ± 0.22
GAT	84.84 ± 0.23	81.14 ± 0.25	73.51 ± 0.38
SEAL-C/AI	92.83 ± 0.19	90.44 ± 0.39	80.70 ± 0.48
MFs	91.54 ± 0.04	89.82 ± 0.24	83.05 ± 0.5
DPDDI	92.79 ± 0.38	91.15 ± 0.52	85.54 ± 0.40
SSI-DDI	96.14 ± 0.06	94.63 ± 0.47	92.27 ± 0.14
DDIMDL	94.85 ± 0.71	93.48 ± 0.07	82.31 ± 0.44
MUFFIN	95.26 ± 0.12	94.47 ± 0.28	91.22 ± 0.48
MIRACLE	95.51 ± 0.27	92.34 ± 0.17	83.60 ± 0.33
MFFGNN	95.39 ± 0.25	96.81 ± 0.16	92.54 ± 0.61

The best results are highlighted in bold