Continual Learning with Node-Importance based Adaptive Group Sparse Regularization

Sangwon Jung, Hongjoon Ahn, Sungmin Cha +1

We propose a novel regularization-based continual learning method, dubbed as Adaptive Group Sparsity based Continual Learning (AGS-CL), using two group sparsity-based penalties. Ou…