Search Results for author: Mariia Seleznova

Found 3 papers, 1 papers with code

Neural Tangent Kernel Beyond the Infinite-Width Limit: Effects of Depth and Initialization

1 code implementation1 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.

Analyzing Finite Neural Networks: Can We Trust Neural Tangent Kernel Theory?

no code implementations8 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.

valid

Towards Large-Scale Exploratory Search over Heterogeneous Sources

no code implementations15 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.

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