ResearchBenchmarksClassification on Benchmark (BM) 10 clients, pathological non-IIDClassification on Benchmark (BM) 10 clients, pathological non-IIDFollow91AUC-ROCpTOPOFL84.34486.07287.889.528Mar 4, 2026Evaluation resultsMethodMethodLinksAUC-ROCAccuracyCommunication RoundspTOPOFLDistribution=pathologi...Distribution=pathological non-IID2026.039179.11FedProxDistribution=pathologi...Distribution=pathological non-IID2026.0390.978.51pFedMeDistribution=pathologi...Distribution=pathological non-IID2026.0390.280.12FedAvgDistribution=pathologi...Distribution=pathological non-IID2026.0389.785.61SCAFFOLDDistribution=pathologi...Distribution=pathological non-IID2026.0384.672.51