Drug-Drug Interaction prediction on ZhangDDI
89.43AccuracyReAlignFit
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ReAlignFitAlignment=Attention-based Inductive Bias2025.02 | 89.43 | 95.68 | 90.88 | 87.68 | 93.36 | |
| ISEAlignment=Attention-based Inductive Bias2025.02 | 88.45 | 94.25 | 88.65 | 85.32 | 91.62 | |
| ReAlignFitGATAlignment=Attention-based Inductive Bias, Backbone=GAT2025.02 | 88.35 | 94.22 | 90.41 | 86.92 | 91.76 | |
| ReAlignFitGCNAlignment=Attention-based Inductive Bias, Backbone=GCN2025.02 | 87.62 | 95.69 | 90.34 | 87.54 | 92.81 | |
| DSN-DDIAlignment=Attention-based Inductive Bias2025.02 | 86.65 | 91.13 | 87.86 | 84.33 | 86.42 | |
| CGIBAlignment=Attention-based Inductive Bias2025.02 | 86.36 | 93.78 | 87.24 | 83.91 | 91.88 | |
| CMRLAlignment=Attention-based Inductive Bias2025.02 | 86.32 | 93.73 | 87.68 | 84.01 | 91.56 | |
| GINAlignment=No Representational Alignment2025.02 | 85.59 | 93.16 | 85.07 | 79.82 | 92.11 | |
| CIGINAlignment=No Representational Alignment2025.02 | 85.54 | 93.28 | 84.36 | 80.23 | 91.89 | |
| SSI-DDIAlignment=Attention-based Inductive Bias2025.02 | 85.35 | 93.14 | 81.96 | 78.97 | 92.09 | |
| MMGNNAlignment=Attention-based Inductive Bias2025.02 | 85.33 | 93.23 | 86.45 | 84.36 | 90.89 | |
| ReAlignFitGINAlignment=Attention-based Inductive Bias, Backbone=GIN2025.02 | 85.23 | 94.35 | 89.34 | 86.89 | 90.67 | |
| MIRACLEAlignment=No Representational Alignment2025.02 | 84.9 | 93.05 | 83.94 | 77.81 | 91.25 | |
| MPNNAlignment=No Representational Alignment2025.02 | 84.56 | 92.34 | 83.32 | 78.15 | 91.46 | |
| GATAlignment=No Representational Alignment2025.02 | 84.14 | 92.1 | 83.42 | 78.45 | 91.21 | |
| GCNAlignment=No Representational Alignment2025.02 | 83.31 | 91.64 | 82.91 | 77.67 | 91.33 | |
| SA-DDIAlignment=Attention-based Inductive Bias2025.02 | 77.31 | 50.26 | 45.06 | 52.54 | 29.97 | |
| DisTransRatio=70%, Source Domain=ITCM2026.05 | 59.74 | 58.92 | — | — | 70.52 | |
| DisTransRatio=50%, Source Domain=ITCM2026.05 | 55.26 | 52.22 | — | — | 66.78 | |
| IGIB-ISESource Domain=ITCM2026.05 | 54.34 | 52.69 | — | — | 63.28 | |
| CausalGIBSource Domain=ITCM2026.05 | 52.32 | 51.02 | — | — | 62.51 | |
| CGIBSource Domain=ITCM2026.05 | 52.31 | 53.56 | — | — | 60.82 | |
| SSI-DDISource Domain=ITCM2026.05 | 52.03 | 53.15 | — | — | 53.33 | |
| CMRLSource Domain=ITCM2026.05 | 51.59 | 50.55 | — | — | 55.41 | |
| GINESource Domain=ITCM2026.05 | 51.25 | 52.72 | — | — | 51.37 | |
| CIGINSource Domain=ITCM2026.05 | 51.22 | 50.58 | — | — | 51.46 | |
| DSN-DDISource Domain=ITCM2026.05 | 51.07 | 51.08 | — | — | 54.47 | |
| MPNNSource Domain=ITCM2026.05 | 50.94 | 49.87 | — | — | 48.53 | |
| MMGNNSource Domain=ITCM2026.05 | 50.37 | 52.45 | — | — | 61.33 | |
| Meta-MolNetSource Domain=ITCM2026.05 | 50.36 | 52.56 | — | — | 65.21 | |
| GATSource Domain=ITCM2026.05 | 50.06 | 52.92 | — | — | 50.61 | |
| GCNSource Domain=ITCM2026.05 | 49.91 | 45.91 | — | — | 49.37 | |
| DisTransRatio=30%, Source Domain=ITCM2026.05 | 49.66 | 50.12 | — | — | 66.35 | |
| BITSource Domain=ITCM2026.05 | 49.63 | 51.16 | — | — | 64.95 | |
| MIRACLESource Domain=ITCM2026.05 | 49.28 | 49.75 | — | — | 53.84 | |
| SA-DDISource Domain=ITCM2026.05 | 36.84 | 31.18 | — | — | 37.65 |