IEEE

Knowledge Memorization and Rumination for Pre-trained Model-based Class-Incremental Learning

Abstract: Class-Incremental Learning (CIL) enables models to continuously learn new classes while mitigating catastrophic forgetting. Recently, Pre-Trained Models (PTMs) have greatly enhanced CIL ...
IEEE

Opportunistic Dynamic Architecture for Class-Incremental Learning

Abstract: Continual learning has attracted increasing attention over the last few years, as it enables to continually learn new tasks over time, which has significant implication to many real-world ...