Search Results for author: Mariano Chouza

Found 1 papers, 0 papers with code

Gradient descent in Gaussian random fields as a toy model for high-dimensional optimisation in deep learning

no code implementations24 Mar 2018 Mariano Chouza, Stephen Roberts, Stefan Zohren

Besides complementing our analytical findings with numerical results from simulated Gaussian random fields, we also compare it to loss functions obtained from optimisation problems on synthetic and real data sets by proposing a "black box" random field toy-model for a deep neural network loss function.

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