Drug-Drug Interaction Prediction on DrugBankDDI
95.62AccuracyReAlignFitGCN
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ReAlignFitGCNAlignment=Attention-based Inductive Bias, Backbone=GCN2025.02 | 95.62 | 97.95 | 95.62 | 94.37 | 97.09 | |
| ReAlignFitAlignment=Attention-based Inductive Bias2025.02 | 95.53 | 96.31 | 94.59 | 94.38 | 97.05 | |
| ReAlignFitGATAlignment=Attention-based Inductive Bias, Backbone=GAT2025.02 | 95.35 | 98.42 | 93.87 | 93.67 | 96.26 | |
| ISEAlignment=Attention-based Inductive Bias2025.02 | 94.56 | 96.35 | 93.18 | 92.33 | 95.57 | |
| MMGNNAlignment=Attention-based Inductive Bias2025.02 | 93.61 | 95.12 | 92.38 | 91.22 | 95.39 | |
| ReAlignFitGINAlignment=Attention-based Inductive Bias, Backbone=GIN2025.02 | 93.33 | 98.09 | 95.01 | 91.58 | 95.82 | |
| SA-DDIAlignment=Attention-based Inductive Bias2025.02 | 92.6 | 95.33 | 92.8 | 90.38 | 96.62 | |
| CGIBAlignment=Attention-based Inductive Bias2025.02 | 92.37 | 94.98 | 92.03 | 90.65 | 96.11 | |
| CMRLAlignment=Attention-based Inductive Bias2025.02 | 92.26 | 95.05 | 92.43 | 90.3 | 95.96 | |
| CIGINAlignment=No Representational Alignment2025.02 | 91.02 | 93.62 | 91.18 | 89.35 | 94.88 | |
| DSN-DDIAlignment=Attention-based Inductive Bias2025.02 | 90.49 | 96.15 | 90.58 | 89.76 | 95.27 | |
| MPNNAlignment=No Representational Alignment2025.02 | 87.3 | 95.9 | 88.53 | 80.73 | 95.08 | |
| GINAlignment=No Representational Alignment2025.02 | 85.21 | 92.58 | 85.88 | 83.57 | 90.92 | |
| MIRACLEAlignment=No Representational Alignment2025.02 | 84.98 | 92.17 | 85.43 | 83.22 | 90.28 | |
| GATAlignment=No Representational Alignment2025.02 | 84.33 | 91.26 | 83.34 | 80.58 | 89.13 | |
| SSI-DDIAlignment=Attention-based Inductive Bias2025.02 | 84.16 | 91.23 | 84.64 | 82.13 | 89.47 | |
| GCNAlignment=No Representational Alignment2025.02 | 84.02 | 90.96 | 82.87 | 80.04 | 88.36 |