ResearchBenchmarksImage Classification on TinyImageNet 4-bitImage Classification on TinyImageNet 4-bitFollow23.18AccuracyS-Adam18.739219.892121.04522.1979May 28, 2026Evaluation resultsMethodMethodLinksAccuracyConvergence Time (s)S-AdamBackbone=ResNet18, k=8Backbone=ResNet18, k=82026.0523.18293.14S-AdamBackbone=ResNet18, k=2Backbone=ResNet18, k=22026.0522.81258.54Prox-SGDBackbone=ResNet18Backbone=ResNet182026.0519.89286.53AdamWBackbone=ResNet18Backbone=ResNet182026.0518.91281.49