EWC-Guided Diffusion Replay for Exemplar-Free Continual Learning in Medical Imaging

Anoushka Harit, William Prew, Zhongtian Sun +1

Medical imaging foundation models must adapt over time, yet full retraining is often blocked by privacy constraints and cost. We present a continual learning framework that avoids…