Fixed Design Analysis of Regularization-Based Continual Learning

Haoran Li, Jingfeng Wu, Vladimir Braverman

We consider a continual learning (CL) problem with two linear regression tasks in the fixed design setting, where the feature vectors are assumed fixed and the labels are assumed t…