ResearchBenchmarksImage Classification on CIFAR-10 (Federated Learning Performance)Follow77Convergence RoundsS-HE76.480.4584.588.55Mar 3, 2026Evaluation ResultsMethodMethodLinksConvergence RoundsCiphertext Size (MB)Total Client Communication Cost (MB)Total Client Computation Time (s)AccuracyS-HEinterleaving ratio (ρ)=0interleaving ratio (ρ)=02026.03770.142.253,3400.5558Alt-FLinterleaving ratio (ρ)...interleaving ratio (ρ)=0.252026.03910.132.623,9670.6104Alt-FLinterleaving ratio (ρ)...interleaving ratio (ρ)=0.52026.03920.082.624,0360.6302