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Optimal training of integer-valued neural networks with mixed integer programming

Recent work has shown potential in using Mixed Integer Programming (MIP) solvers to optimize certain aspects of neural networks (NNs). However the intriguing approach of training NNs with MIP solvers is under-explored. State-of-the-art-methods to train NNs are typically gradient-based and require si...

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Detalles Bibliográficos
Autores principales: Thorbjarnarson, Tómas, Yorke-Smith, Neil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9891529/
https://www.ncbi.nlm.nih.gov/pubmed/36724189
http://dx.doi.org/10.1371/journal.pone.0261029