ResearchBenchmarksImage Classification on CIFAR-10 (NID Accuracy)Follow83.76Top-1 Accuracy (NID1, threshold 0.05)SemanticFL78.050479.532781.01582.4973Mar 19, 2026Evaluation ResultsMethodMethodLinksTop-1 Accuracy (NID1, threshold 0.05)Top-1 Accuracy (NID1, threshold 0.2)Top-1 Accuracy (NID2)SemanticFL2026.0383.7688.9477.12FedDifRC2026.0383.1488.2776.45FedRCL2026.0382.0287.1175.13FedCDA2026.0381.786.8975.07FedDisco2026.0381.3586.6374.72MOON2026.0380.7986.173.35FedProx2026.0378.4284.5972.81FedAvg2026.0378.2784.6572.6