Phase Transition in Nonparametric Minimax Rates for Covariate Shifts on Approximate Manifolds

Yuyao Wang, Nabarun Deb, Debarghya Mukherjee

We study nonparametric regression under covariate shift with structured data, where a small amount of labeled target data is supplemented by a large labeled source dataset. In many…