ResearchBenchmarksClass-incremental learning on CIFAR-10 Order 2: imbalanced class increments (test)Follow44.45APFOGO19.063625.654332.24538.8357Jun 9, 2026Evaluation ResultsMethodMethodLinksAPAFFOGOOptimizer=FOGOOptimizer=FOGO2026.0644.4552.71AdamOptimizer=AdamOptimizer=Adam2026.0641.1652.94MuonOptimizer=MuonOptimizer=Muon2026.0628.4666.54UPGDOptimizer=UPGDOptimizer=UPGD2026.0620.0472.33