Henning Petzka | DeepAI

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∙ 03/02/2022

Discriminating Against Unrealistic Interpolations in Generative Adversarial Networks

Interpolations in the latent space of deep generative models is one of t...

0 Henning Petzka, et al. ∙

∙ 01/03/2020

Feature-Robustness, Flatness and Generalization Error for Deep Neural Networks

The performance of deep neural networks is often attributed to their aut...

0 Henning Petzka, et al. ∙

∙ 11/29/2019

A Reparameterization-Invariant Flatness Measure for Deep Neural Networks

The performance of deep neural networks is often attributed to their aut...

0 Henning Petzka, et al. ∙

∙ 12/16/2018

Non-attracting Regions of Local Minima in Deep and Wide Neural Networks

Understanding the loss surface of neural networks is essential for the d...

0 Henning Petzka, et al. ∙

∙ 09/26/2017

On the regularization of Wasserstein GANs

Since their invention, generative adversarial networks (GANs) have becom...

0 Henning Petzka, et al. ∙

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