Unsupervised Continual Learning with Growing Self-Organizing Maps and Synthetic Replay

Pujan Thapa, Alexander Ororbia, Travis Desell

This work presents a generative continual learning framework based on growing self-organizing maps (GSOMs) that are augmented with learned distributional statistics as well as enco…