2 papers
stat.ML2023
Noise Sensitivity and Stability of Deep Neural Networks for Binary Classification
Johan Jonasson, Jeffrey E. Steif, Olof Zetterqvist
A first step is taken towards understanding often observed non-robustness phenomena of deep neural net (DNN) classifiers. This is done from the perspective of Boolean functions by…
stat.ML2021
Robust Neural Network Classification via Double Regularization
Olof Zetterqvist, Rebecka Jörnsten, Johan Jonasson
The presence of mislabeled observations in data is a notoriously challenging problem in statistics and machine learning, associated with poor generalization properties for both tra…