ImageHD: Energy-Efficient On-Device Continual Learning of Visual Representations via Hyperdimensional Computing
arXiv:2604.21280v1 Announce Type: new
Abstract: On-device continual learning (CL) is critical for edge AI systems operating on non-stationary data streams, but most existing methods rely on backpropagation or exemplar-heavy classifiers, incurring subs…