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math.ST2023★ 1 cited
Statistically Optimal Generative Modeling with Maximum Deviation from the Empirical Distribution
Elen Vardanyan, Sona Hunanyan, Tigran Galstyan +2
This paper explores the problem of generative modeling, aiming to simulate diverse examples from an unknown distribution based on observed examples. While recent studies have focus…
math.ST2023★ 3 cited
Statistically Optimal Robust Mean and Covariance Estimation for Anisotropic Gaussians
Arshak Minasyan, Nikita Zhivotovskiy
Assume that is an -contaminated sample of independent Gaussian vectors in with mean and covariance . In the strong $\v…