423 citations · 1.6k across the 31 of their papers we have counts for
Showing cs.LGShow all
2 papers · 1 filter
cs.LG2022★ 2 cited
Noise Injection Node Regularization for Robust Learning
Noam Levi, Itay M. Bloch, Marat Freytsis +1
We introduce Noise Injection Node Regularization (NINR), a method of injecting structured noise into Deep Neural Networks (DNN) during the training stage, resulting in an emergent…
cs.LG2022★ 1 cited
Noise Injection as a Probe of Deep Learning Dynamics
Noam Levi, Itay Bloch, Marat Freytsis +1
We propose a new method to probe the learning mechanism of Deep Neural Networks (DNN) by perturbing the system using Noise Injection Nodes (NINs). These nodes inject uncorrelated n…