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The good, the bad and the ugly sides of data augmentation: An implicit
  spectral regularization perspective

The good, the bad and the ugly sides of data augmentation: An implicit spectral regularization perspective

10 October 2022
Chi-Heng Lin
Chiraag Kaushik
Eva L. Dyer
Vidya Muthukumar
ArXivPDFHTML

Papers citing "The good, the bad and the ugly sides of data augmentation: An implicit spectral regularization perspective"

7 / 7 papers shown
Title
LatentDR: Improving Model Generalization Through Sample-Aware Latent
  Degradation and Restoration
LatentDR: Improving Model Generalization Through Sample-Aware Latent Degradation and Restoration
Ran Liu
Sahil Khose
Jingyun Xiao
Lakshmi Sathidevi
Keerthan Ramnath
Z. Kira
Eva L. Dyer
19
3
0
28 Aug 2023
Mitigating multiple descents: A model-agnostic framework for risk
  monotonization
Mitigating multiple descents: A model-agnostic framework for risk monotonization
Pratik V. Patil
Arun K. Kuchibhotla
Yuting Wei
Alessandro Rinaldo
26
8
0
25 May 2022
The Implicit Bias of Benign Overfitting
The Implicit Bias of Benign Overfitting
Ohad Shamir
91
35
0
27 Jan 2022
Masked Autoencoders Are Scalable Vision Learners
Masked Autoencoders Are Scalable Vision Learners
Kaiming He
Xinlei Chen
Saining Xie
Yanghao Li
Piotr Dollár
Ross B. Girshick
ViT
TPM
258
7,412
0
11 Nov 2021
Harmless interpolation in regression and classification with structured
  features
Harmless interpolation in regression and classification with structured features
Andrew D. McRae
Santhosh Karnik
Mark A. Davenport
Vidya Muthukumar
93
11
0
09 Nov 2021
Learning with invariances in random features and kernel models
Learning with invariances in random features and kernel models
Song Mei
Theodor Misiakiewicz
Andrea Montanari
OOD
44
89
0
25 Feb 2021
Negative Data Augmentation
Negative Data Augmentation
Abhishek Sinha
Kumar Ayush
Jiaming Song
Burak Uzkent
Hongxia Jin
Stefano Ermon
29
72
0
09 Feb 2021
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