2026
Critical Patch-Aware Sparse Prompting with Decoupled Training for Continual Learning on the Edge
CVPR 2026
Continual learning (CL) on edge devices requires not only high accuracy but also training-time efficiency to support on-device adaptation under strict memory and computational constraints. While prompt-based continual learning (PCL) is parameter-efficient and achieves competitive accuracy, prior wor