Critical Patch-Aware Sparse Prompting with Decoupled Training for Continual Learning on the Edge

Wonseon Lim, Jaesung Lee, Dae-Won Kim

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 cons…