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...

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Bibliographic Details
Main Authors: Yuheng Bu, Weihao Gao, Shaofeng Zou, Venugopal V. Veeravalli
Format: Article
Language:English
Published: MDPI AG 2021-09-01
Series:Entropy
Subjects:
Online Access:https://www.mdpi.com/1099-4300/23/10/1255