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What (Doesn't) Make Learning Algorithms Generalize?Lower Bounds, Learning, and Average-Case Complexity2023-02-13
Shows that empirical risk minimization needs dimension-dependent samples (at least log D) while adding regularization yields 1/ε^2 sample complexity for…
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