2026
Exemplar-Free Class Incremental Learning via Preserving Class-Discriminative Structure
CVPR 2026
Exemplar-Free Class Incremental Learning (EFCIL) aims to enable models to learn new classes sequentially without retaining samples from previous tasks. While recent approaches leverage pre-trained models with parameter-efficient tuning to mitigate forgetting, they often overlook a crucial cause of f