MPCS: Neuroplastic Continual Learning via Multi-Component Plasticity and Topology-Aware EWC
arXiv:2605.02509v1 Announce Type: new
Abstract: Continual learning systems face a fundamental tension between plasticity — acquiring new knowledge — and stability — retaining prior knowledge. We introduce MPCS (Multi-Plasticity Continual System…