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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...
| Autores principales: | , , , |
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| Formato: | Online Artículo Texto |
| Lenguaje: | English |
| Publicado: |
Springer US
2022
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| Materias: | |
| 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 |