Interpretable Graph Classification on MUTAGENICITY
99.22AUCGSAT+SD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GSAT+SDBackbone=GatedGCN2026.05 | 99.22 | 0.54 | 91.39 | 39.16 | |
| GSAT+SD*Backbone=GatedGCN2026.05 | 99.22 | 0.54 | 92.91 | 39.16 | |
| GSATBackbone=GatedGCN2026.05 | 99.21 | 0.64 | 91.42 | 39.54 | |
| GSAT+SDBackbone=GraphSAGE2026.05 | 99.17 | 0.74 | 91.39 | 38.27 | |
| GSAT+SD*Backbone=GraphSAGE2026.05 | 99.17 | 0.47 | 93.14 | 38.27 | |
| GSATBackbone=GraphSAGE2026.05 | 99.16 | 0.81 | 91.45 | 38.67 | |
| SMGNN+SDBackbone=GatedGCN2026.05 | 98.91 | 1.39 | 89.97 | 14.46 | |
| SMGNN+SD*Backbone=GatedGCN2026.05 | 98.91 | 1.99 | 91.76 | 14.46 | |
| SMGNN+SDBackbone=GraphSAGE2026.05 | 98.82 | 1.05 | 89.22 | 11.73 | |
| SMGNN+SD*Backbone=GraphSAGE2026.05 | 98.82 | 1.62 | 91.86 | 11.73 | |
| CAL+SDBackbone=GraphSAGE2026.05 | 98.58 | 5.95 | 88.68 | 13.79 | |
| CAL+SD*Backbone=GraphSAGE2026.05 | 98.58 | 10.88 | 89.9 | 13.79 | |
| SMGNNBackbone=GatedGCN2026.05 | 98.5 | 1.66 | 89.93 | 15.25 | |
| CAL+SDBackbone=GatedGCN2026.05 | 98.44 | 6.15 | 88.62 | 11.38 | |
| CAL+SD*Backbone=GatedGCN2026.05 | 98.44 | 7.2 | 89.97 | 11.38 | |
| SMGNNBackbone=GraphSAGE2026.05 | 98.39 | 2.03 | 89.73 | 15.27 | |
| GAT+SDBackbone=GatedGCN2026.05 | 98.32 | 2.77 | 90.54 | 27.1 | |
| GAT+SD*Backbone=GatedGCN2026.05 | 98.32 | 3.58 | 92.6 | 27.1 | |
| CALBackbone=GatedGCN2026.05 | 98.07 | 3.38 | 87.77 | 23.77 | |
| GAT+SDBackbone=GraphSAGE2026.05 | 97.88 | 2.97 | 91.28 | 29.05 | |
| GAT+SD*Backbone=GraphSAGE2026.05 | 97.88 | 3.55 | 92.23 | 29.05 | |
| GATBackbone=GatedGCN2026.05 | 97.87 | 2.91 | 90.57 | 28.49 | |
| CALBackbone=GraphSAGE2026.05 | 97.82 | 2.03 | 88.92 | 25.41 | |
| GATBackbone=GraphSAGE2026.05 | 97.29 | 3.18 | 91.32 | 30.51 |