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ResearchFormerly WizWand

AML Node Classification on Synthetic AML HI-Small

66.23Average F1 ScoreCE-FedGNN-PNA
13.221226.983140.74554.5069May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CE-FedGNN-PNABackbone=PNA, Federated Learning Strategy=CE-FedGNN2026.0566.23
Swift-PNABackbone=PNA, Federated Learning Strategy=Swift2026.0557.46
FedGCN-PNABackbone=PNA, Federated Learning Strategy=FedGCN2026.0556.53
FedGNN-PNA-STBackbone=PNA, Federated Learning Strategy=FedGNN-ST2026.0554.36
FedAvg-PNABackbone=PNA, Federated Learning Strategy=FedAvg2026.0554.27
CE-FedGNN-GINBackbone=GIN, Federated Learning Strategy=CE-FedGNN2026.0549.16
SC-PNABackbone=PNA, Federated Learning Strategy=SC2026.0544.09
FedGCN-GINBackbone=GIN, Federated Learning Strategy=FedGCN2026.0541.52
FedAvg-GINBackbone=GIN, Federated Learning Strategy=FedAvg2026.0541.03
Swift-GINBackbone=GIN, Federated Learning Strategy=Swift2026.0538.73
FedGNN-GIN-STBackbone=GIN, Federated Learning Strategy=FedGNN-ST2026.0529.4
SC-GINBackbone=GIN, Federated Learning Strategy=SC2026.0515.26