1 code implementation • 1 Feb 2022 • Mariia Seleznova, Gitta Kutyniok
We derive exact expressions for the NTK dispersion in the infinite-depth-and-width limit in all three phases and conclude that the NTK variability grows exponentially with depth at the EOC and in the chaotic phase but not in the ordered phase.
no code implementations • 8 Dec 2020 • Mariia Seleznova, Gitta Kutyniok
We find out that whether a network is in the NTK regime depends on the hyperparameters of random initialization and the network's depth.
no code implementations • 15 Nov 2018 • Mariia Seleznova, Anton Belyy, Aleksei Sholokhov
Since time immemorial, people have been looking for ways to organize scientific knowledge into some systems to facilitate search and discovery of new ideas.