26 citations · 139 across the 22 of their papers we have counts for
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math.ST2020★ 5 cited
Exact results on high-dimensional linear regression via statistical physics
Alexander Mozeika, Mansoor Sheikh, Fabian Aguirre-Lopez +2
It is clear that conventional statistical inference protocols need to be revised to deal correctly with the high-dimensional data that are now common. Most recent studies aimed at…
cs.LG2020★ 8 cited
Space of Functions Computed by Deep-Layered Machines
Alexander Mozeika, Bo Li, David Saad
We study the space of functions computed by random-layered machines, including deep neural networks and Boolean circuits. Investigating the distribution of Boolean functions comput…
cond-mat.dis-nn2020
Replica analysis of overfitting in generalized linear models
ACC Coolen, M Sheikh, A Mozeika +2
Nearly all statistical inference methods were developed for the regime where the number of data samples is much larger than the data dimension . Inference protocols such as…