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ResearchFormerly WizWand

AML Node Classification on Synthetic AML LI-Medium

0.2918Avg F1 ScoreCE-FedGNN-PNA
-0.0053280.0718110.148950.226089May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CE-FedGNN-PNABackbone=PNA, Federated Learning Strategy=CE-FedGNN2026.050.2918
FedAvg-PNABackbone=PNA, Federated Learning Strategy=FedAvg2026.050.2614
SC-PNABackbone=PNA, Federated Learning Strategy=SC2026.050.2472
Swift-PNABackbone=PNA, Federated Learning Strategy=Swift2026.050.2001
FedGCN-PNABackbone=PNA, Federated Learning Strategy=FedGCN2026.050.1821
FedGNN-PNA-STBackbone=PNA, Federated Learning Strategy=FedGNN-ST2026.050.1129
CE-FedGNN-GINBackbone=GIN, Federated Learning Strategy=CE-FedGNN2026.050.0828
SC-GINBackbone=GIN, Federated Learning Strategy=SC2026.050.0746
FedGNN-GIN-STBackbone=GIN, Federated Learning Strategy=FedGNN-ST2026.050.0705
FedGCN-GINBackbone=GIN, Federated Learning Strategy=FedGCN2026.050.0647
FedAvg-GINBackbone=GIN, Federated Learning Strategy=FedAvg2026.050.0068
Swift-GINBackbone=GIN, Federated Learning Strategy=Swift2026.050.0061