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On the Perceptron’s Compression

We study and provide exposition to several phenomena that are related to the perceptron’s compression. One theme concerns modifications of the perceptron algorithm that yield better guarantees on the margin of the hyperplane it outputs. These modifications can be useful in training neural networks a...

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Detalles Bibliográficos
Autores principales: Moran, Shay, Nachum, Ido, Panasoff, Itai, Yehudayoff, Amir
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7309506/
http://dx.doi.org/10.1007/978-3-030-51466-2_29