Interpretable Graph Classification on 3MR
99.92AUCGSAT+SD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GSAT+SDBackbone=GatedGCN2026.05 | 99.92 | 0 | 100 | 29.8 | |
| GSAT+SD*Backbone=GatedGCN2026.05 | 99.92 | 0 | 100 | 32.54 | |
| GSAT+SDBackbone=GraphSAGE2026.05 | 99.83 | 0.21 | 99.76 | 34.34 | |
| GSAT+SD*Backbone=GraphSAGE2026.05 | 99.83 | 0.07 | 99.93 | 34.34 | |
| GAT+SDBackbone=GraphSAGE2026.05 | 99.8 | 0.66 | 99.34 | 34.4 | |
| GAT+SD*Backbone=GraphSAGE2026.05 | 99.8 | 0.66 | 100 | 34.4 | |
| CAL+SDBackbone=GraphSAGE2026.05 | 99.7 | 2.32 | 99.79 | 24.88 | |
| CAL+SD*Backbone=GraphSAGE2026.05 | 99.7 | 0.97 | 99.72 | 24.88 | |
| GAT+SDBackbone=GatedGCN2026.05 | 99.67 | 0.1 | 99.65 | 31.78 | |
| GAT+SD*Backbone=GatedGCN2026.05 | 99.67 | 0.52 | 99.93 | 31.78 | |
| GSATBackbone=GatedGCN2026.05 | 99.52 | 0.28 | 99.72 | 35.43 | |
| CAL+SDBackbone=GatedGCN2026.05 | 99.51 | 9.79 | 99.38 | 23.48 | |
| CAL+SD*Backbone=GatedGCN2026.05 | 99.51 | 5.19 | 99.17 | 26.66 | |
| SMGNN+SDBackbone=GatedGCN2026.05 | 99.51 | 0.35 | 99.07 | 14.64 | |
| SMGNN+SD*Backbone=GatedGCN2026.05 | 99.51 | 0.45 | 99.97 | 14.64 | |
| GSATBackbone=GraphSAGE2026.05 | 99.41 | 0.38 | 99.62 | 37.23 | |
| SMGNN+SDBackbone=GraphSAGE2026.05 | 99.34 | 0.97 | 98.41 | 18.78 | |
| SMGNN+SD*Backbone=GraphSAGE2026.05 | 99.34 | 0.76 | 99.79 | 18.78 | |
| GATBackbone=GraphSAGE2026.05 | 99.19 | 0.45 | 99.52 | 35.7 | |
| GATBackbone=GatedGCN2026.05 | 99.1 | 0.17 | 99.58 | 32.96 | |
| CALBackbone=GatedGCN2026.05 | 98.97 | 0.45 | 99.31 | 27.64 | |
| CALBackbone=GraphSAGE2026.05 | 98.95 | 0.52 | 99.72 | 29.19 | |
| SMGNNBackbone=GatedGCN2026.05 | 98.78 | 0.9 | 98.48 | 20.85 | |
| SMGNNBackbone=GraphSAGE2026.05 | 98.41 | 1 | 98.37 | 22.77 |