Search Results for author: Manuj Mukherjee

Found 2 papers, 0 papers with code

Generalization Bounds for Dependent Data using Online-to-Batch Conversion

no code implementations22 May 2024 Sagnik Chatterjee, Manuj Mukherjee, Alhad Sethi

We show that the generalization error of statistical learners in the dependent data setting is equivalent to the generalization error of statistical learners in the i. i. d.

Generalization Bounds

Approximating Probability Distributions by ReLU Networks

no code implementations25 Jan 2021 Manuj Mukherjee, Aslan Tchamkerten, Mansoor Yousefi

We also obtain a lower bound on the minimum number of neurons needed to approximate the histogram distributions.

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