169 citations · 253 across the 12 of their papers we have counts for
Showing 2018Show all
2 papers · 1 filter
stat.ML2018★ 9 cited
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★ 4 cited
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…