Enabling Edge IoT Intelligence: A Survey on Resource-Constrained Continual Learning
Edge intelligence is revolutionizing the Internet of Things (IoT) by migrating AI training from centralized clouds to distributed end devices. However, enabling continual learning (CL) on edge nodes faces a “rigid triangle constraint” of restricted memory, limited computation, and battery-dependent energy, heavily dict...