ResearchBenchmarksFederated Learning on CelebAFederated Learning on CelebAFollow0.57Client Communication OverheadPLAINTEXT0.34081.88793.4354.9821May 13, 2026Evaluation resultsMethodMethodLinksClient Communication OverheadSetup OverheadCommittee Communication OverheadClient Computation OverheadCommittee Computation OverheadServer Computation OverheadTotal Overhead (Excluding Setup)Total OverheadPLAINTEXTModel=EfficientNet (26...Model=EfficientNet (266k parameters)2026.050.57——160.34—0.12161.03161.03OPAModel=EfficientNet (26...Model=EfficientNet (266k parameters)2026.051.29109.810.02291.680.00265.58358.57468.38DISAGGModel=EfficientNet (26...Model=EfficientNet (266k parameters)2026.056.30.761.61184.380.080.17192.54193.3