7 citations · 7 across the 1 of their papers we have counts for
2 papers
cs.LG2020★ 7 cited
Why Unsupervised Deep Networks Generalize
Anita de Mello Koch, Ellen de Mello Koch, Robert de Mello Koch
Promising resolutions of the generalization puzzle observe that the actual number of parameters in a deep network is much smaller than naive estimates suggest. The renormalization…
cs.LG2019
Is Deep Learning a Renormalization Group Flow?
Ellen de Mello Koch, Robert de Mello Koch, Ling Cheng
Although there has been a rapid development of practical applications, theoretical explanations of deep learning are in their infancy. Deep learning performs a sophisticated coarse…