Search Results for author: Nader Ganaba

Found 2 papers, 0 papers with code

Multisymplectic Formulation of Deep Learning Using Mean--Field Type Control and Nonlinear Stability of Training Algorithm

no code implementations7 Jul 2022 Nader Ganaba

In order to study the stability of the training process, in this article, we formulate training of deep neural networks as a hydrodynamics system, which has a multisymplectic structure.

Convolutional Normalization

no code implementations19 Feb 2021 Massimiliano Esposito, Nader Ganaba

The aforementioned normalization methods use arithmetic operations to compute an approximation statistics (mainly the first and second moments) of the layer's data and use it to normalize it.

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