Jiajun Lai

MoCL: Metabolic Optimization for Curvature-Aware Continual Learning

Continual learning requires models to mitigate catastrophic forgetting of prior knowledge while learning a sequence of tasks. Although existing methods based on orthogonal projection prevent interference by constraining parameter updates, they tend to limit plasticity as the task sequence progresses…