2 papers
math.ST2019
Nonparametric Density Estimation & Convergence Rates for GANs under Besov IPM Losses
Ananya Uppal, Shashank Singh, Barnabás Póczos
We study the problem of estimating a nonparametric probability density under a large family of losses called Besov IPMs, which include, for example, distances, tota…
math.ST2018
Nonparametric Density Estimation under Adversarial Losses
Shashank Singh, Ananya Uppal, Boyue Li +3
We study minimax convergence rates of nonparametric density estimation under a large class of loss functions called "adversarial losses", which, besides classical l…