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Population Risk Improvement with Model Compression: An Information-Theoretic Approach †
It has been reported in many recent works on deep model compression that the population risk of a compressed model can be even better than that of the original model. In this paper, an information-theoretic explanation for this population risk improvement phenomenon is provided by jointly studying t...
Autores principales: | Bu, Yuheng, Gao, Weihao, Zou, Shaofeng, Veeravalli, Venugopal V. |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8534708/ https://www.ncbi.nlm.nih.gov/pubmed/34681979 http://dx.doi.org/10.3390/e23101255 |
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