Pei-Hung Chen

Overcoming Catastrophic Forgetting by Bayesian Generative Regularization

In this paper, we propose a new method to over-come catastrophic forgetting by adding generative regularization to Bayesian inference frame-work. Bayesian method provides a general frame-work for continual learning. We could further construct a generative regularization term for all given classifica…