112 citations · 552 across the 46 of their papers we have counts for
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stat.ML2018★ 19 cited
Towards a Better Understanding and Regularization of GAN Training Dynamics
Weili Nie, Ankit Patel
Generative adversarial networks (GANs) are notoriously difficult to train and the reasons underlying their (non-)convergence behaviors are still not completely understood. By first…
cs.CV2018★ 54 cited
A Theoretical Explanation for Perplexing Behaviors of Backpropagation-based Visualizations
Weili Nie, Yang Zhang, Ankit Patel
Backpropagation-based visualizations have been proposed to interpret convolutional neural networks (CNNs), however a theory is missing to justify their behaviors: Guided backpropag…