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cs.LG2019
On Correlation of Features Extracted by Deep Neural Networks
Babajide O. Ayinde, Tamer Inanc, Jacek M. Zurada
Redundancy in deep neural network (DNN) models has always been one of their most intriguing and important properties. DNNs have been shown to overparameterize, or extract a lot of…
cs.LG2019
Diversity Regularized Adversarial Learning
Babajide O. Ayinde, Keishin Nishihama, Jacek M. Zurada
The two key players in Generative Adversarial Networks (GANs), the discriminator and generator, are usually parameterized as deep neural networks (DNNs). On many generative tasks,…