Heng Huang*

Few-shot Class Incremental Learning with Attention-Aware Self-Adaptive Prompt

"Few-Shot Class-Incremental Learning (FSCIL) models aim to incrementally learn new classes with scarce samples while preserving knowledge of old ones. Existing FSCIL methods usually fine-tune the entire backbone, leading to overfitting and hindering the potential to learn new classes. On the other h…