Multiband VAE: Latent Space Alignment for Knowledge Consolidation in Continual Learning

Kamil Deja, Paweł Wawrzyński, Wojciech Masarczyk +2

We propose a new method for unsupervised generative continual learning through realignment of Variational Autoencoder's latent space. Deep generative models suffer from catastrophi…