ResearchBenchmarksClass-Incremental Learning on CIFAR-10 (Order 1: balanced two-class increments, test)Class-Incremental Learning on CIFAR-10 (Order 1: balanced two-class increments, test)Follow43.83APFOGO15.271622.685830.137.5142Jun 9, 2026Evaluation resultsMethodMethodLinksAPAFFOGOOptimizer=FOGOOptimizer=FOGO2026.0643.8350.32AdamOptimizer=AdamOptimizer=Adam2026.0638.5452.21MuonOptimizer=MuonOptimizer=Muon2026.0626.6265.85UPGDOptimizer=UPGDOptimizer=UPGD2026.0616.3763.96