Active Continual Learning: On Balancing Knowledge Retention and Learnability

Thuy-Trang Vu, Shahram Khadivi, Mahsa Ghorbanali +2

Acquiring new knowledge without forgetting what has been learned in a sequence of tasks is the central focus of continual learning (CL). While tasks arrive sequentially, the traini…