HERD: Harness-Evolving Recursive Distillation for Continual Learning.

arXiv:2610.31401v1 Announce Type: cross Abstract: Continual learning requires a model to keep acquiring new skills and knowledge without compromising its existing capabilities. Parametric methods suffer from catastrophic forgetting and loss of plasticity. Non-