A Spin Glass Model for the Loss Surfaces of Generative Adversarial Networks

We present a novel mathematical model that seeks to capture the key design feature of generative adversarial networks (GANs). 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 Ra...

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Detalles Bibliográficos
Autores principales: Baskerville, Nicholas P., Keating, Jonathan P., Mezzadri, Francesco, Najnudel, Joseph
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2022
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8766428/
https://www.ncbi.nlm.nih.gov/pubmed/35125517
http://dx.doi.org/10.1007/s10955-022-02875-w

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8766428/
https://www.ncbi.nlm.nih.gov/pubmed/35125517
http://dx.doi.org/10.1007/s10955-022-02875-w

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