Si-Yuan Luo

Exemplar-Free Analytic Learning for Multi-Label Audio Class-Incremental Learning

This study investigates exemplar-free analytic continual learning as a principled alternative, in which a linear classifier is updated in closed form without storing historical recordings or performing incremental back-propagation, and previously learned weights remain intact by construction.