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AML Node Classification on Synthetic AML HI-Large

71.14Average F1 ScoreCE-FedGNN-PNA
33.12842.996552.86562.7335May 25, 2026

Evaluation results

MethodLinks
CE-FedGNN-PNABackbone=PNA, Federated Learning Strategy=CE-FedGNN2026.0571.14
CE-FedGNN-GINBackbone=GIN, Federated Learning Strategy=CE-FedGNN2026.0564.61
Swift-GINBackbone=GIN, Federated Learning Strategy=Swift2026.0563.39
FedAvg-GINBackbone=GIN, Federated Learning Strategy=FedAvg2026.0562.35
Swift-PNABackbone=PNA, Federated Learning Strategy=Swift2026.0561.44
FedGCN-PNABackbone=PNA, Federated Learning Strategy=FedGCN2026.0560.28
FedAvg-PNABackbone=PNA, Federated Learning Strategy=FedAvg2026.0559.58
FedGCN-GINBackbone=GIN, Federated Learning Strategy=FedGCN2026.0558.17
SC-PNABackbone=PNA, Federated Learning Strategy=SC2026.0557.44
FedGNN-GIN-STBackbone=GIN, Federated Learning Strategy=FedGNN-ST2026.0552.1
FedGNN-PNA-STBackbone=PNA, Federated Learning Strategy=FedGNN-ST2026.0548.44
SC-GINBackbone=GIN, Federated Learning Strategy=SC2026.0534.59