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publications

Towards Noise-adaptive, Problem-adaptive Stochastic Gradient Descent

Sharan Vaswani, Benjamin Dubois-Taine, Reza Babanezhad, arXiv, 2021. [pdf]


SVRG meets AdaGrad: Painless Variance Reduction.

Benjamin Dubois-Taine*, Sharan Vaswani*, Reza Babanezhad, Mark Schmidt, Simon Lacoste-Julien, arXiv, 2021. [pdf][code]


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teaching