Task Difficulty Aware Parameter Allocation & Regularization for Lifelong Learning

Wenjin Wang, Yunqing Hu, Qianglong Chen +1

Parameter regularization or allocation methods are effective in overcoming catastrophic forgetting in lifelong learning. However, they solve all tasks in a sequence uniformly and i…