ResearchBenchmarksImage Classification on CIFAR-100 2-bitImage Classification on CIFAR-100 2-bitFollow18.67Accuracy (%)S-Adam13.948415.174216.417.6258May 28, 2026Evaluation resultsMethodMethodLinksAccuracy (%)Convergence Time (s)S-AdamBackbone=ResNet18, k=8Backbone=ResNet18, k=82026.0518.6717.41S-AdamBackbone=ResNet18, k=2Backbone=ResNet18, k=22026.0518.1114.33AdamWBackbone=ResNet18Backbone=ResNet182026.0515.9415.89Prox-SGDBackbone=ResNet18Backbone=ResNet182026.0514.13—