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08/22/2022
Semi-Supervised Manifold Learning with Complexity Decoupled Chart Autoencoders
Autoencoding is a popular method in representation learning. Conventiona...
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12/17/2021
DNA: Dynamic Network Augmentation
In many classification problems, we want a classifier that is robust to ...
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06/07/2021
Rotating spiders and reflecting dogs: a class conditional approach to learning data augmentation distributions
Building invariance to non-meaningful transformations is essential to bu...
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07/23/2020