Kevin Han Huang

activity

20222026

most citedGaussian and Non-Gaussian Universality of Data Augmentation

1 citations · 2 across the 9 of their papers we have counts for

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math.PR2026

Top Singular Value in Sum-Products of Random Matrices

Kevin Han Huang, Boris Hanin

We study the top singular value for a sum of $m$ independent $n \times n$ random matrices, each of which is a product of $N$ i.i.d. $n \times n$ Gaussian matrices. Our main conceptu…

math.PR2024

Gaussian universality for approximately polynomial functions of high-dimensional data

Kevin Han Huang, Morgane Austern, Peter Orbanz

Gaussian universality results assert that the properties of many estimators remain unchanged when the input data are replaced by Gaussians. Such results have gained popularity in h…