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

Pujan Thapa, Alexander Ororbia, Travis Desell

This work introduces a novel generative continual learning framework based on self-organizing maps (SOMs), a brain-inspired natural computing model, extended with learned distribut…