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ResearchFormerly WizWand

Graph Classification on MOLTOX21

0.7719ROC-AUCGIN + GRANOLA
0.67830.70260.72690.7512Apr 20, 2024Aug 22, 2024Dec 24, 2024Apr 28, 2025Aug 30, 2025Jan 1, 2026May 6, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GIN + GRANOLABackbone=GIN, Normalization=GRANOLA, RNF-Adaptive=true2024.040.7719
DIGRAFBackbone=GIN, Activation=DIGRAF2024.070.7703
SAGMM2025.110.7658
DIGRAF (W/O ADAP.)Backbone=GIN, Activation=DIGRAF (W/O ADAP.)2024.070.7637
GIN + GRANOLA-NO-RNFBackbone=GIN, Normalization=GRANOLA, RNF-Adaptive=false2024.040.7587
GraphSAGE2025.110.7564
DA-MoE2025.110.7559
MaxBackbone=GIN, Activation=Max2024.070.755
GMoE-GCN2025.110.7545
GReLUBackbone=GIN, Activation=GReLU2024.070.7533
GCN2025.110.7529
GIN + BatchNorm + RNF-PEBackbone=GIN, Normalization=BatchNorm, Positional Encoding=RNF-PE2024.040.7514
MaxoutBackbone=GIN, Activation=Maxout2024.070.7514
GIN + RNF-NORMBackbone=GIN, Normalization=RNF-NORM2024.040.7512
GIN + SuperNormBackbone=GIN, Normalization=SuperNorm2024.040.7508
ELUBackbone=GIN, Activation=ELU2024.070.7508
GIN + LayerNorm-graphBackbone=GIN, Normalization=LayerNorm-graph2024.040.7503
GIN + MeanSubtractionNormBackbone=GIN, Normalization=MeanSubtractionNorm2024.040.7498
TanhBackbone=GIN, Activation=Tanh2024.070.7493
GIN + BatchNormBackbone=GIN, Normalization=BatchNorm2024.040.7491
ReLUBackbone=GIN, Activation=ReLU2024.070.7491
GIN + LayerNorm-nodeBackbone=GIN, Normalization=LayerNorm-node2024.040.7481
LeakyReLUBackbone=GIN, Activation=LeakyReLU2024.070.746
IdentityBackbone=GIN, Activation=Identity2024.070.7451
PReLUBackbone=GIN, Activation=PReLU2024.070.7451
GIN + DiffGroupNormBackbone=GIN, Normalization=DiffGroupNorm2024.040.7448
MedianBackbone=GIN, Activation=Median2024.070.7439
GAT2025.110.7436
GIN2025.110.743
GeLUBackbone=GIN, Activation=GeLU2024.070.7429
GIN + GraphSizeNormBackbone=GIN, Normalization=GraphSizeNorm2024.040.7407
GIN + InstanceNormBackbone=GIN, Normalization=InstanceNorm2024.040.7382
GIN + GraphNormBackbone=GIN, Normalization=GraphNorm2024.040.7354
GIN + IdentityBackbone=GIN, Normalization=None2024.040.7334
SwishBackbone=GIN, Activation=Swish2024.070.7331
GIN + PairNormBackbone=GIN, Normalization=PairNorm2024.040.7327
GIN + NodeNormBackbone=GIN, Normalization=NodeNorm2024.040.7327
ALL-IN-SPECIALIZEDTraining Scope=Trained per dataset, Node Properties=Standard2026.050.7004
ALL-IN-SPECIALIZEDTraining Scope=Trained per dataset, Node Properties=0 props2026.050.6937
SigmoidBackbone=GIN, Activation=Sigmoid2024.070.6915
ALL-INTraining Scope=Trained on all datasets, Node Properties=Standard2026.050.682
ALL-INTraining Scope=Trained on all datasets, Node Properties=0 props2026.050.6819