Learning from Similar Linear Representations: Adaptivity, Minimaxity, and Robustness

Ye Tian, Yuqi Gu, Yang Feng

Representation multi-task learning (MTL) has achieved tremendous success in practice. However, the theoretical understanding of these methods is still lacking. Most existing theore…