ResearchBenchmarksSecure Aggregation on Federated Learning (N=100k clients, M=100k parameters)Follow14Setup CostDisAgg12.520822.505432.4942.4746May 13, 2026Evaluation ResultsMethodMethodLinksSetup CostClient Communication CostCommittee Communication CostClient Computation CostCommittee Computation CostServer Computation CostTotal Cost (Excl. Setup)Total CostDisAggNumber of clients (N)=...Number of clients (N)=100k, Number of parameters (M)=100k, Protocol parameter (A)=8302026.051413.643.746.2118.838.8951.3365.33OPANumber of clients (N)=...Number of clients (N)=100k, Number of parameters (M)=100k, Protocol parameter (A)=4612026.0550.986.931.1527.840.17211.19247.31298.3