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ResearchFormerly WizWand

Node Classification on PubMed overlapping subgraph partitioning 10 Clients

88.67AccuracyFedGMC
82.06683.780585.49587.2095Jan 29, 2026Feb 14, 2026Mar 2, 2026Mar 19, 2026Apr 4, 2026Apr 20, 2026May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
FedGMCNumber of clients=102026.0588.67
FedICINumber of clients=102026.0587.93
FedSSANumber of clients=102026.0587.78
FedIIHNumber of clients=102026.0587.65
AdaFGLNumber of clients=102026.0586.97
FedGTANumber of clients=102026.0586.8
FedSSAPartitioning Setting=overlapping subgraph partitioning2026.0186.4
FED-PUBNumber of clients=102026.0586.28
FedIIHPartitioning Setting=overlapping subgraph partitioning2026.0185.87
FED-PUBPartitioning Setting=overlapping subgraph partitioning2026.0185.7
AdaFGLPartitioning Setting=overlapping subgraph partitioning2026.0185.58
FedGTAPartitioning Setting=overlapping subgraph partitioning2026.0185.34
FedPerPartitioning Setting=overlapping subgraph partitioning2026.0185.31
FedTADNumber of clients=102026.0584.61
FedGNNPartitioning Setting=overlapping subgraph partitioning2026.0184.25
FedPerNumber of clients=102026.0584.2
GCFLNumber of clients=102026.0584.18
GCFLPartitioning Setting=overlapping subgraph partitioning2026.0183.59
FedGNNNumber of clients=102026.0583.25
FedTADPartitioning Setting=overlapping subgraph partitioning2026.0182.98
LocalNumber of clients=102026.0582.81
FedSage+Partitioning Setting=overlapping subgraph partitioning2026.0182.77
FedAvgNumber of clients=102026.0582.71
FedAvgPartitioning Setting=overlapping subgraph partitioning2026.0182.67
FedProxPartitioning Setting=overlapping subgraph partitioning2026.0182.63
FedSage+Number of clients=102026.0582.62
FedProxNumber of clients=102026.0582.55
LocalPartitioning Setting=overlapping subgraph partitioning2026.0182.32