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HMC: Hybrid model compression method based on layer sensitivity grouping

Previous studies have shown that deep models are often over-parameterized, and this parameter redundancy makes deep compression possible. The redundancy of model weight is often manifested as low rank and sparsity. Ignoring any part of the two or the different distributions of these two characterist...

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Detalles Bibliográficos
Autores principales: Yang, Guoliang, Yu, Shuaiying, Yang, Hao, Nie, Ziling, Wang, Jixiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10561844/
https://www.ncbi.nlm.nih.gov/pubmed/37812605
http://dx.doi.org/10.1371/journal.pone.0292517