1 citations · 1 across the 1 of their papers we have counts for
2 papers
math.ST2020★ 1 cited
Penalized Langevin dynamics with vanishing penalty for smooth and log-concave targets
Avetik Karagulyan, Arnak S. Dalalyan
We study the problem of sampling from a probability distribution on defined via a convex and smooth potential function. We consider a continuous-time diffusion-type p…
math.ST2018
Non-Asymptotic Guarantees For Sampling by Stochastic Gradient Descent
Avetik Karagulyan
Sampling from various kinds of distributions is an issue of paramount importance in statistics since it is often the key ingredient for constructing estimators, test procedures or…