Issues for Continual Learning in the Presence of Dataset Bias

Donggyu Lee, Sangwon Jung, Taesup Moon

Abstract: While most continual learning algorithms have focused on tackling the stability-plasticity dilemma, they have overlooked the effects of the knowledge transfer when the dataset is biased — namely, w...