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Exact Gap between Generalization Error and Uniform Convergence in
Random Feature Models
Zitong Yang 1 Yu Bai 2 Song Mei 3
Abstract Bounds on uniform convergence usually take the form of
p
Recent work showed that there could be a large complexity/n (Vapnik, 1995), where the numerator rep-
gap between the classical uniform convergence resents the complexity of the function class, an ...
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