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07/31/2023
Guaranteed Optimal Generative Modeling with Maximum Deviation from the Empirical Distribution
Generative modeling is a widely-used machine learning method with variou...
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06/14/2023
Langevin Monte Carlo for strongly log-concave distributions: Randomized midpoint revisited
We revisit the problem of sampling from a target distribution that has a...
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10/24/2022
Matching Map Recovery with an Unknown Number of Outliers
We consider the problem of finding the matching map between two sets of ...
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06/13/2021
Optimal detection of the feature matching map in presence of noise and outliers
We consider the problem of finding the matching map between two sets of ...
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10/19/2020
Statistical guarantees for generative models without domination
In this paper, we introduce a convenient framework for studying (adversa...
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12/05/2017