Task-Aware Multi-Expert Architecture For Lifelong Deep Learning

Jianyu Wang, Jacob Nean-Hua Sheikh, Cat P. Le +1

Lifelong deep learning (LDL) trains neural networks to learn sequentially across tasks while preserving prior knowledge. We propose Task-Aware Multi-Expert (TAME), a continual lear…