DaeHo Kim

CARE-MoE: Conflict-Aware Routing-Guided Expert Mixture-of-Experts for Continual Learning

Continual learning (CL) aims to learn new tasks sequentially while retaining prior knowledge. Although recent mixture-of-experts (MoE) architectures mitigate catastrophic forgetting by reducing global parameter sharing, they introduce a new bottleneck: expert-level interference. Because multiple tasks inevitably share...