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In practice, there are often explicit constraints on what representations or decisions are acceptable in an application of machine learning.
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Semilinear predictability minimization produces well-known feature detectors
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Processing images by semi-linear predictability minimization
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Rectified linear units improve restricted boltzmann machines
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The intrinsic memorability of face photographs
Bainbridge, Wilma A, Isola, Phillip, and Oliva, Aude · 2013
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Lichman, M · 2013
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Learning fair representations
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ScreenAvoider: protecting computer screens from ubiquitous cameras
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Generative class-conditional autoencoders
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Deep generative image models using a Laplacian Pyramid of adversarial networks
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Goodfellow, Ian J · 2014
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Generative adversarial nets
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Neural networks for improving wearable device security
Erickson, Zackory, Compiano, Jared, and Shin, Richard
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Ganin, Yaroslav, Ustinova, Evgeniya, Ajakan, Hana, Germain, Pascal, Larochelle, Hugo, Laviolette, François, Marchand, Mario, and Lempitsky, Victor S · 2015
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Conditional generative adversarial nets for convolutional face generation, 2015
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