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ResearchFormerly WizWand

AML Node Classification on Synthetic AML LI-Small

26.55Average F1 ScoreCE-FedGNN-PNA
-1.0626.106513.27520.4435May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CE-FedGNN-PNABackbone=PNA, Federated Learning Strategy=CE-FedGNN2026.0526.55
Swift-PNABackbone=PNA, Federated Learning Strategy=Swift2026.0519.95
FedGCN-PNABackbone=PNA, Federated Learning Strategy=FedGCN2026.0517.26
FedGCN-GINBackbone=GIN, Federated Learning Strategy=FedGCN2026.0517.02
CE-FedGNN-GINBackbone=GIN, Federated Learning Strategy=CE-FedGNN2026.0516.3
FedGNN-PNA-STBackbone=PNA, Federated Learning Strategy=FedGNN-ST2026.0516.14
FedAvg-PNABackbone=PNA, Federated Learning Strategy=FedAvg2026.0515.56
SC-PNABackbone=PNA, Federated Learning Strategy=SC2026.0513.96
SC-GINBackbone=GIN, Federated Learning Strategy=SC2026.0512.38
FedAvg-GINBackbone=GIN, Federated Learning Strategy=FedAvg2026.050
Swift-GINBackbone=GIN, Federated Learning Strategy=Swift2026.050
FedGNN-GIN-STBackbone=GIN, Federated Learning Strategy=FedGNN-ST2026.050