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Search results with tag "Adversarial generative nets"

arXiv:1411.1784v1 [cs.LG] 6 Nov 2014

arxiv.org

Generative adversarial nets were recently introduced as a novel way to train a generative model. They consists of two ‘adversarial’ models: a generative model Gthat captures the data distribution, and a discriminative model Dthat estimates the probability that a …

  Nets, Adversarial generative nets, Adversarial, Generative

Generative Adversarial Nets

arxiv.org

a generative machine by back-propagating into it include recent work on auto-encoding variational Bayes [20] and stochastic backpropagation [24]. 3 Adversarial nets The adversarial modeling framework is most straightforward to apply when the models are both …

  Nets, Adversarial generative nets, Adversarial, Generative, Adversarial nets

Adversarial Generative Nets: Neural Network …

arxiv.org

Adversarial Generative Nets: Neural Network Attacks on State-of-the-Art Face Recognition Mahmood Sharif, Sruti Bhagavatula, Lujo Bauer Carnegie Mellon University

  Network, Attacks, Nets, Adversarial generative nets, Adversarial, Generative, Neural network, Neural, Neural network attacks

Generative Adversarial Nets - NeurIPS

proceedings.neurips.cc

generator network with a second neural network. Unlike generative adversarial networks, the sec-ond network in a VAE is a recognition model that performs approximate inference. GANs require differentiation through the visible units, and thus cannot model discrete data, while VAEs require

  Nets, Adversarial generative nets, Adversarial, Generative, Neural

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