ResearchBenchmarksFederated Learning on MNIST (test)Follow5.16Local Training Time (h)ESB-FL4.5868.460512.33516.2095Feb 18, 2026Evaluation ResultsMethodMethodLinksLocal Training Time (h)Aggregation Time (h)Communication Time (h)Total Time (h)AccuracyESB-FLFramework=ESB-FLFramework=ESB-FL2026.025.1631.430.0936.6898.68ShieldFLFramework=ShieldFLFramework=ShieldFL2026.0214.2351.971.5167.7197.42SRFedFramework=SRFedFramework=SRFed2026.0219.519.090.0928.6998.9