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ResearchFormerly WizWand

AML Node Classification on Synthetic AML LI-Large

31.58Average F1 ScoreCE-FedGNN-PNA
-1.26327.263415.7924.3166May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CE-FedGNN-PNABackbone=PNA, Federated Learning Strategy=CE-FedGNN2026.0531.58
CE-FedGNN-GINBackbone=GIN, Federated Learning Strategy=CE-FedGNN2026.0519.17
Swift-GINBackbone=GIN, Federated Learning Strategy=Swift2026.0512.94
SC-PNABackbone=PNA, Federated Learning Strategy=SC2026.0512.62
SC-GINBackbone=GIN, Federated Learning Strategy=SC2026.052.27
FedAvg-GINBackbone=GIN, Federated Learning Strategy=FedAvg2026.050
FedGCN-GINBackbone=GIN, Federated Learning Strategy=FedGCN2026.050
FedGNN-GIN-STBackbone=GIN, Federated Learning Strategy=FedGNN-ST2026.050
FedAvg-PNABackbone=PNA, Federated Learning Strategy=FedAvg2026.050
Swift-PNABackbone=PNA, Federated Learning Strategy=Swift2026.050
FedGCN-PNABackbone=PNA, Federated Learning Strategy=FedGCN2026.050
FedGNN-PNA-STBackbone=PNA, Federated Learning Strategy=FedGNN-ST2026.050