Decoupling Representation Learning and Classification to Enhance Online Continual Learning in Long-Tailed Scenarios

DELTA, a dual-stage training approach, combines contrastive learning and equalization loss to effectively learn representations and address the substantial imbalance in long-tailed online continual learning scenarios.