ResearchBenchmarksImage Classification on CIFAR10 (Accuracy and Convergence Time)Image Classification on CIFAR10 (Accuracy and Convergence Time)Follow86.13AccuracyS-Adam79.172480.978782.78584.5913May 28, 2026Evaluation resultsMethodMethodLinksAccuracyConvergence TimeS-AdamBackbone=ResNet18, Bat...Backbone=ResNet18, Batch Size=2, k=82026.0586.131,458.24S-AdamBackbone=ResNet18, Bat...Backbone=ResNet18, Batch Size=2, k=22026.0585.461,096.24AdamWBackbone=ResNet18, Bat...Backbone=ResNet18, Batch Size=22026.0580.481,681.73Prox-SGDBackbone=ResNet18, Bat...Backbone=ResNet18, Batch Size=22026.0579.4411,640.01