Multi-Modal Continual Learning via Cross-Modality Adapters and Representation Alignment with Knowledge Preservation

Evelyn Chee, Wynne Hsu, Mong Li Lee

Continual learning is essential for adapting models to new tasks while retaining previously acquired knowledge. While existing approaches predominantly focus on uni-modal data, mul…