There's no evidence that SGD plays a fundamental role in generalization. With totally deterministic full-batch gradient descent, Resnet18 still gets >95% accuracy on CIFAR10. With data augmentation, full-batch Resnet152 gets 96.76%.
arxiv.org/pdf/2109.14119…
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