Drug-Drug Interaction Prediction on DDInter Target (Source: ZhangDDI) 2.0
66.91F1 ScoreSA-DDI
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SA-DDISource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 66.91 | 70.71 | — | — | — | |
| DisTrans70%Source Dataset=ZhangDDI, Transfer Setting=IDHT, Training Data Ratio=70%2026.05 | 65.79 | 71.53 | — | — | — | |
| SSI-DDISource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 65.57 | 59.02 | — | — | — | |
| GATSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 64.8 | 61.23 | — | — | — | |
| GINESource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 64.52 | 61.4 | — | — | — | |
| CGIBSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 64.49 | 62.59 | — | — | — | |
| CMRLSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 64.19 | 62.5 | — | — | — | |
| DisTrans50%Source Dataset=ZhangDDI, Transfer Setting=IDHT, Training Data Ratio=50%2026.05 | 64.05 | 69.02 | — | — | — | |
| CIGINSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 63.85 | 55.16 | — | — | — | |
| DisTrans30%Source Dataset=ZhangDDI, Transfer Setting=IDHT, Training Data Ratio=30%2026.05 | 63.25 | 65.22 | — | — | — | |
| MPNNSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 62.67 | 62.48 | — | — | — | |
| BITSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 62.35 | 61.45 | — | — | — | |
| GCNSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 61.85 | 63 | — | — | — | |
| CausalGIBSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 61.25 | 62.32 | — | — | — | |
| Meta-MolNetSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 61.13 | 63.6 | — | — | — | |
| IGIB-ISESource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 60.77 | 63.02 | — | — | — | |
| MIRACLESource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 60.76 | 53.8 | — | — | — | |
| MMGNNSource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 59.95 | 60.53 | — | — | — | |
| DSN-DDISource Dataset=ZhangDDI, Transfer Setting=IDHT2026.05 | 59.19 | 58.14 | — | — | — | |
| DisTrans70%Source Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.689 | 0.6504 | — | — | — | |
| DisTrans50%Source Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.6321 | 0.6122 | — | — | — | |
| DisTrans30%Source Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.6212 | 0.6006 | — | — | — | |
| CGIBSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.5839 | 0.5856 | — | — | — | |
| Meta-MolNetSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.5815 | 0.5771 | — | — | — | |
| BITSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.5736 | 0.5525 | — | — | — | |
| IGIB-ISESource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.5636 | 0.6001 | — | — | — | |
| CausalGIBSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.5563 | 0.5785 | — | — | — | |
| CMRLSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.5477 | 0.5955 | — | — | — | |
| MMGNNSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.5453 | 0.5568 | — | — | — | |
| MPNNSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.5227 | 0.5105 | — | — | — | |
| CIGINSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.5175 | 0.4913 | — | — | — | |
| GINESource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.5072 | 0.4655 | — | — | — | |
| GATSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.5065 | 0.4577 | — | — | — | |
| GCNSource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.5036 | 0.5109 | — | — | — | |
| SA-DDISource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.4751 | 0.5796 | — | — | — | |
| SSI-DDISource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.4628 | 0.5767 | — | — | — | |
| MIRACLESource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.4604 | 0.4524 | — | — | — | |
| DSN-DDISource Dataset=ITCM, Transfer Setting=CDT2026.05 | 0.4324 | 0.4917 | — | — | — | |
| BIT2026.05 | — | — | 60.35 | 62.73 | 59.95 | |
| CausalGIB2026.05 | — | — | 62.15 | 65.35 | 61.25 | |
| CGIB2026.05 | — | — | 63.04 | 67.73 | 64.16 | |
| CIGIN2026.05 | — | — | 57.09 | 57.09 | 53.91 | |
| CMRL2026.05 | — | — | 63.19 | 68.01 | 64 | |
| DisTransTransfer Ratio=30%2026.05 | — | — | 62.55 | 67.84 | 63.22 | |
| DisTransTransfer Ratio=50%2026.05 | — | — | 62.92 | 68.11 | 64.37 | |
| DisTransTransfer Ratio=70%2026.05 | — | — | 64.31 | 70.59 | 65.24 | |
| DSN-DDI2026.05 | — | — | 59.48 | 55.73 | 57.23 | |
| GAT2026.05 | — | — | 62.46 | 62.43 | 58.53 | |
| GCN2026.05 | — | — | 62.37 | 62.38 | 57.27 | |
| GINE2026.05 | — | — | 62.46 | 62.44 | 58.53 | |
| IGIB-ISE2026.05 | — | — | 63.4 | 61.24 | 62.31 | |
| Meta-MolNet2026.05 | — | — | 60.19 | 63.52 | 60.22 | |
| MIRACLE2026.05 | — | — | 54.93 | 55.7 | 53.47 | |
| MMGNN2026.05 | — | — | 60.15 | 63.25 | 60.08 | |
| MPNN2026.05 | — | — | 62.4 | 62.4 | 56.57 | |
| SA-DDI2026.05 | — | — | 63.96 | 67.29 | 63.25 | |
| SSI-DDI2026.05 | — | — | 61.27 | 66.27 | 61.93 |