Paweł Wawrzyński

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

We propose a new method for unsupervised generative continual learning through realignment of Variational Autoencoder's latent space. Deep generative models suffer from catastrophic forgetting in the same way as other neural structures. Recent generative continual learning works approach this proble…