ResearchBenchmarksImage Classification on FashionMNIST (Accuracy, Val Loss, Loss Var.)Follow0.9413AccuracyPILOT0.8894040.9028770.916350.929823May 23, 2026Evaluation ResultsMethodMethodLinksAccuracyValidation LossValidation Loss VariancePILOTArchitecture=CNNArchitecture=CNN2026.050.94130.17190.0045AdaBeliefArchitecture=CNNArchitecture=CNN2026.050.93660.18220.0046AdamArchitecture=CNNArchitecture=CNN2026.050.93280.19570.0033AdamWArchitecture=CNNArchitecture=CNN2026.050.93220.19440.0034LionArchitecture=CNNArchitecture=CNN2026.050.92910.20910.0041SophiaArchitecture=CNNArchitecture=CNN2026.050.89140.31360.0122