38 citations · 38 across the 2 of their papers we have counts for
2 papers
cs.LG2022
Disentangling the Mechanisms Behind Implicit Regularization in SGD
Zachary Novack, Simran Kaur, Tanya Marwah +2
A number of competing hypotheses have been proposed to explain why small-batch Stochastic Gradient Descent (SGD)leads to improved generalization over the full-batch regime, with re…
cs.LG2019★ 38 cited
Are Perceptually-Aligned Gradients a General Property of Robust Classifiers?
Simran Kaur, Jeremy Cohen, Zachary C. Lipton
For a standard convolutional neural network, optimizing over the input pixels to maximize the score of some target class will generally produce a grainy-looking version of the orig…