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Showing 1 to 1 of 1 for “"minimax learning"”.

  1. Robustness and generalization guarantees for statistical learning of generative models

    We apply tools from the classical statistical learning theory to analyze theoretical properties of modern machine learning problems that are typically phrased in the context of generative models. By combining standard methods based on the theory of empirical processes with ideas from optimal …

    uiuc Repository record for Robustness and generalization guarantees for statistical learning of generative models (opens in a new tab)