Molecular Interaction Prediction on CombiSolv
0.303RMSEMMGNN
Evaluation Results
| Method | Links | |
|---|---|---|
| MMGNNAlignment Strategy=Representational Alignment by Attention-based Inductive Bias2025.02 | 0.303 | |
| ReAlignFitGCNAlignment Strategy=Representational Alignment by Attention-based Inductive Bias, Backbone=GCN2025.02 | 0.316 | |
| ReAlignFitGINAlignment Strategy=Representational Alignment by Attention-based Inductive Bias, Backbone=GIN2025.02 | 0.318 | |
| ReAlignFitAlignment Strategy=Representational Alignment by Attention-based Inductive Bias2025.02 | 0.367 | |
| ISEAlignment Strategy=Representational Alignment by Attention-based Inductive Bias2025.02 | 0.4 | |
| CMRLAlignment Strategy=Representational Alignment by Attention-based Inductive Bias2025.02 | 0.421 | |
| ReAlignFitGATAlignment Strategy=Representational Alignment by Attention-based Inductive Bias, Backbone=GAT2025.02 | 0.421 | |
| CGIBAlignment Strategy=Representational Alignment by Attention-based Inductive Bias2025.02 | 0.422 | |
| CIGINAlignment Strategy=No Representational Alignment, Backbone=CIGIN2025.02 | 0.451 | |
| DisTransTransfer Ratio=70%2026.05 | 0.528 | |
| CGIB2026.05 | 0.538 | |
| CausalGIB2026.05 | 0.541 | |
| DisTransTransfer Ratio=50%2026.05 | 0.541 | |
| MMGNN2026.05 | 0.546 | |
| CMRL2026.05 | 0.551 | |
| DisTransTransfer Ratio=30%2026.05 | 0.556 | |
| MPNNAlignment Strategy=No Representational Alignment, Backbone=MPNN2025.02 | 0.568 | |
| IGIB-ISE2026.05 | 0.572 | |
| BIT2026.05 | 0.582 | |
| GINAlignment Strategy=No Representational Alignment, Backbone=GIN2025.02 | 0.595 | |
| Meta-MolNet2026.05 | 0.596 | |
| CIGIN2026.05 | 0.607 | |
| MIRACLE2026.05 | 0.631 | |
| GATAlignment Strategy=No Representational Alignment, Backbone=GAT2025.02 | 0.662 | |
| GINE2026.05 | 0.669 | |
| GCNAlignment Strategy=No Representational Alignment, Backbone=GCN2025.02 | 0.672 | |
| GCN2026.05 | 0.675 | |
| MPNN2026.05 | 0.682 | |
| GAT2026.05 | 0.731 |