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ResearchFormerly WizWand

Graph Classification on PCBA (AUC-ROC)

77.75AUC-ROCFedGALA
56.9562.3567.7573.15Aug 8, 2025Sep 6, 2025Oct 5, 2025Nov 3, 2025Dec 2, 2025Dec 31, 2025Jan 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FedGALA2026.0177.75
GFT + RGVQRegime=Pre-trained and Fine-tuned2025.0875.68
FedBook2026.0175.41
FedGFM+2026.0174.81
GFT + PTRegime=Pre-trained and Fine-tuned2025.0873.73
GFT + EMARegime=Pre-trained and Fine-tuned2025.0873.04
GFTRegime=Pre-trained and Fine-tuned2025.0872.74
GINRegime=Supervised2025.0872.69
GraphCLIPfederated adoption of GFM=true2026.0172.58
OFAfederated adoption of GFM=true2026.0172.3
UniGraphfederated adoption of GFM=true2026.0172.16
GFT + ResetRegime=Pre-trained and Fine-tuned2025.0871.95
GQTfederated adoption of GFM=true2026.0171.93
FedStar2026.0171.75
GFTfederated adoption of GFM=true2026.0171.52
GFT + APRegime=Pre-trained and Fine-tuned2025.0871.48
GCNRegime=Supervised2025.0871.32
GCFL+2026.0171.27
GATRegime=Supervised2025.0870.12
GFT + SimVQRegime=Pre-trained and Fine-tuned2025.0869.9
MOON2026.0169.42
FedAvg2026.0168.62
GIN2026.0167.31
BGRLRegime=Self-supervised2025.0867.09
GraphSAGE2026.0166.5
GAT2026.0166.41
DGIRegime=Self-supervised2025.0863.31
GraphMAERegime=Self-supervised2025.0863.3
GCN2026.0163.15
GIANTRegime=Self-supervised2025.0861.49
Linear2026.0157.75