Highly Adaptive Empirical Risk Minimization with Principal Components

Carlos García Meixide, Mingxun Wang, Alejandro Schuler +1

The Highly Adaptive Lasso (HAL) delivers unprecedented guarantees in nonparametric minimum loss estimation under minimal smoothness assumptions, such as dimension-free minimax opti…