1.6k citations · 3.9k across the 52 of their papers we have counts for
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math.ST2015★ 21 cited
Adaptivity and Computation-Statistics Tradeoffs for Kernel and Distance based High Dimensional Two Sample Testing
Aaditya Ramdas, Sashank J. Reddi, Barnabas Poczos +2
Nonparametric two sample testing is a decision theoretic problem that involves identifying differences between two random variables without making parametric assumptions about thei…
cs.LG2015★ 107 cited
On Variance Reduction in Stochastic Gradient Descent and its Asynchronous Variants
Sashank J. Reddi, Ahmed Hefny, Suvrit Sra +2
We study optimization algorithms based on variance reduction for stochastic gradient descent (SGD). Remarkable recent progress has been made in this direction through development o…