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ResearchFormerly WizWand

Interpretable Graph Classification on BENZENE

0.9381AUCGSAT+SD
0.8868280.9001390.913450.926761May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GSAT+SDBackbone=GraphSAGE2026.050.93811.180.93650.5401
GSAT+SD*Backbone=GraphSAGE2026.050.93811.780.93720.5401
GAT+SDBackbone=GraphSAGE2026.050.93511.670.92170.4553
GAT+SD*Backbone=GraphSAGE2026.050.93512.380.93230.4553
GSAT+SDBackbone=GatedGCN2026.050.92970.740.93140.4854
GSAT+SD*Backbone=GatedGCN2026.050.92971.160.93630.4854
CAL+SDBackbone=GraphSAGE2026.050.927514.810.86750.3298
CAL+SD*Backbone=GraphSAGE2026.050.927510.270.91080.3298
GSATBackbone=GraphSAGE2026.050.92721.20.93620.5498
GSATBackbone=GatedGCN2026.050.92651.080.93430.5757
SMGNN+SDBackbone=GraphSAGE2026.050.92342.970.86490.2714
SMGNN+SD*Backbone=GraphSAGE2026.050.92344.760.91540.2714
GATBackbone=GraphSAGE2026.050.9211.890.92310.4648
CAL+SDBackbone=GatedGCN2026.050.918912.290.87030.3289
CAL+SD*Backbone=GatedGCN2026.050.918910.450.90340.3289
GAT+SD*Backbone=GatedGCN2026.050.91754.180.920.3205
GAT+SDBackbone=GatedGCN2026.050.91642.890.90020.3611
CALBackbone=GraphSAGE2026.050.91216.230.87030.3387
SMGNNBackbone=GraphSAGE2026.050.91043.240.86880.279
CALBackbone=GatedGCN2026.050.90685.840.87160.3385
GATBackbone=GatedGCN2026.050.9043.190.90240.3719
SMGNN+SDBackbone=GatedGCN2026.050.89973.870.81810.2461
SMGNN+SD*Backbone=GatedGCN2026.050.89976.830.90890.2461
SMGNNBackbone=GatedGCN2026.050.88884.480.82660.254