ResearchBenchmarksImage Classification on ImageNet 8-bitImage Classification on ImageNet 8-bitFollow11.24AccuracyS-Adam8.52569.23039.93510.6397May 28, 2026Evaluation resultsMethodMethodLinksAccuracyConvergence Time (s)S-AdamBackbone=ResNet18, k=8Backbone=ResNet18, k=82026.0511.2412,770S-AdamBackbone=ResNet18, k=2Backbone=ResNet18, k=22026.0510.978,297Prox-SGDBackbone=ResNet18Backbone=ResNet182026.059.6612,322AdamWBackbone=ResNet18Backbone=ResNet182026.058.638,186