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01/02/2023
Estimating Distributions with Low-dimensional Structures Using Mixtures of Generative Models
There has been a growing interest in statistical inference from data sat...
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06/13/2022
On the Computational Complexity of Metropolis-Adjusted Langevin Algorithms for Bayesian Posterior Sampling
In this paper, we study the computational complexity of sampling from a ...
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02/18/2022
Minimax Rate of Distribution Estimation on Unknown Submanifold under Adversarial Losses
Statistical inference from high-dimensional data with low-dimensional st...
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09/16/2021