Xudong Sun

Variational Resampling Based Assessment of Deep Neural Networks under Distribution Shift

2019 · arXiv (Cornell University)

A novel variational inference based resampling framework is proposed to evaluate the robustness and generalization capability of deep learning models with respect to distribution shift. We use Auto Encoding Variational Bayes to find a latent …