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Denoising in Representation Space via Data-Dependent Regularization for Better Representation

Despite the success of deep learning models, it remains challenging for the over-parameterized model to learn good representation under small-sample-size settings. In this paper, motivated by previous work on out-of-distribution (OoD) generalization, we study the representation learning problem from...

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Principais autores: Muyi Chen, Daling Wang, Shi Feng, Yifei Zhang
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2023-05-01
Serier:Mathematics
Fag:
deep neural network
representation space
fully connected layer
feature extractor
Online adgang:https://www.mdpi.com/2227-7390/11/10/2327
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