Class Incremental Continual Learning with Self-Organizing Maps and Variational Autoencoders Using Synthetic Replay

Pujan Thapa, Alexander Ororbia, Travis Desell

This work introduces a novel generative continual learning framework based on self-organizing maps (SOMs) and variational autoencoders (VAEs) to enable memory-efficient replay, eli…