ResearchBenchmarksImage Classification on EMNIST Dir. (0.01) 47 classes (test)For AI assistantsMarkdownContent indexImage Classification on EMNIST Dir. (0.01) 47 classes (test)Follow0.8242Test AccuracyCELM0.123240.305220.48720.66918May 17, 2026Evaluation resultsMethodMethodLinksTest AccuracyCELMclients=5clients=52026.050.8242ShapFedclients=5clients=52026.050.8223FedAvgclients=5clients=52026.050.8212CFFLclients=5clients=52026.050.8167CGSVclients=5clients=52026.050.1502