ResearchBenchmarksImage Classification on Imagewoof 160 4-bit 2Image Classification on Imagewoof 160 4-bit 2Follow35.57Accuracy (%)S-Adam31.004432.189733.37534.5603May 28, 2026Evaluation resultsMethodMethodLinksAccuracy (%)Convergence Time (s)S-AdamBackbone=ResNet18, k=2Backbone=ResNet18, k=22026.0535.5734.74S-AdamBackbone=ResNet18, k=8Backbone=ResNet18, k=82026.0535.1934.38AdamWBackbone=ResNet18Backbone=ResNet182026.0533.2434.96Prox-SGDBackbone=ResNet18Backbone=ResNet182026.0531.1838.98