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Drug-Drug Interaction prediction on ZhangDDI

89.43AccuracyReAlignFit
34.736448.935763.13577.3343Feb 7, 2025Apr 25, 2025Jul 11, 2025Sep 26, 2025Dec 12, 2025Feb 27, 2026May 16, 2026

Evaluation results

MethodLinks
ReAlignFitAlignment=Attention-based Inductive Bias2025.0289.4395.6890.8887.6893.36
ISEAlignment=Attention-based Inductive Bias2025.0288.4594.2588.6585.3291.62
ReAlignFitGATAlignment=Attention-based Inductive Bias, Backbone=GAT2025.0288.3594.2290.4186.9291.76
ReAlignFitGCNAlignment=Attention-based Inductive Bias, Backbone=GCN2025.0287.6295.6990.3487.5492.81
DSN-DDIAlignment=Attention-based Inductive Bias2025.0286.6591.1387.8684.3386.42
CGIBAlignment=Attention-based Inductive Bias2025.0286.3693.7887.2483.9191.88
CMRLAlignment=Attention-based Inductive Bias2025.0286.3293.7387.6884.0191.56
GINAlignment=No Representational Alignment2025.0285.5993.1685.0779.8292.11
CIGINAlignment=No Representational Alignment2025.0285.5493.2884.3680.2391.89
SSI-DDIAlignment=Attention-based Inductive Bias2025.0285.3593.1481.9678.9792.09
MMGNNAlignment=Attention-based Inductive Bias2025.0285.3393.2386.4584.3690.89
ReAlignFitGINAlignment=Attention-based Inductive Bias, Backbone=GIN2025.0285.2394.3589.3486.8990.67
MIRACLEAlignment=No Representational Alignment2025.0284.993.0583.9477.8191.25
MPNNAlignment=No Representational Alignment2025.0284.5692.3483.3278.1591.46
GATAlignment=No Representational Alignment2025.0284.1492.183.4278.4591.21
GCNAlignment=No Representational Alignment2025.0283.3191.6482.9177.6791.33
SA-DDIAlignment=Attention-based Inductive Bias2025.0277.3150.2645.0652.5429.97
DisTransRatio=70%, Source Domain=ITCM2026.0559.7458.92——70.52
DisTransRatio=50%, Source Domain=ITCM2026.0555.2652.22——66.78
IGIB-ISESource Domain=ITCM2026.0554.3452.69——63.28
CausalGIBSource Domain=ITCM2026.0552.3251.02——62.51
CGIBSource Domain=ITCM2026.0552.3153.56——60.82
SSI-DDISource Domain=ITCM2026.0552.0353.15——53.33
CMRLSource Domain=ITCM2026.0551.5950.55——55.41
GINESource Domain=ITCM2026.0551.2552.72——51.37
CIGINSource Domain=ITCM2026.0551.2250.58——51.46
DSN-DDISource Domain=ITCM2026.0551.0751.08——54.47
MPNNSource Domain=ITCM2026.0550.9449.87——48.53
MMGNNSource Domain=ITCM2026.0550.3752.45——61.33
Meta-MolNetSource Domain=ITCM2026.0550.3652.56——65.21
GATSource Domain=ITCM2026.0550.0652.92——50.61
GCNSource Domain=ITCM2026.0549.9145.91——49.37
DisTransRatio=30%, Source Domain=ITCM2026.0549.6650.12——66.35
BITSource Domain=ITCM2026.0549.6351.16——64.95
MIRACLESource Domain=ITCM2026.0549.2849.75——53.84
SA-DDISource Domain=ITCM2026.0536.8431.18——37.65