Dimensionality Controls When Modularity Helps in Continual Learning

Kathrin Korte, Christian Medeiros Adriano, Joachim Winther Pedersen +2

Compositional learning systems must balance plasticity, the ability to acquire new knowledge, with stability, the preservation of previously learned components, especially when tas…