Mingming Lu

Parameter-efficient Continual Learning for Enhancing Plasticity without Forgetting under Limited Model Capacity

Avoiding catastrophic forgetting for previous tasks and maintaining model plasticity to support new tasks are two critical objectives of continual learning. However, existing methods usually neglect one of the two aspects and fail to support long task sequences with satisfactory performance, especia