Search Results for author: Joseph Najnudel

Found 4 papers, 2 papers with code

A spin-glass model for the loss surfaces of generative adversarial networks

1 code implementation7 Jan 2021 Nicholas P Baskerville, Jonathan P Keating, Francesco Mezzadri, Joseph Najnudel

Our model consists of two interacting spin glasses, and we conduct an extensive theoretical analysis of the complexity of the model's critical points using techniques from Random Matrix Theory.

The Loss Surfaces of Neural Networks with General Activation Functions

1 code implementation8 Apr 2020 Nicholas P. Baskerville, Jonathan P. Keating, Francesco Mezzadri, Joseph Najnudel

The loss surfaces of deep neural networks have been the subject of several studies, theoretical and experimental, over the last few years.

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