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stat.ML2018
Critical initialisation for deep signal propagation in noisy rectifier neural networks
Arnu Pretorius, Elan Van Biljon, Steve Kroon +1
Stochastic regularisation is an important weapon in the arsenal of a deep learning practitioner. However, despite recent theoretical advances, our understanding of how noise influe…
stat.ML2018
Learning Dynamics of Linear Denoising Autoencoders
Arnu Pretorius, Steve Kroon, Herman Kamper
Denoising autoencoders (DAEs) have proven useful for unsupervised representation learning, but a thorough theoretical understanding is still lacking of how the input noise influenc…