Perturbed Double Machine Learning: Nonstandard Inference Beyond the Parametric Length

Mengchu Zheng, Matteo Bonvini, Zijian Guo

We study inference on a low-dimensional functional $\beta$ in the presence of infinite-dimensional nuisance parameters. Classical inferential methods are typically based on Wald interv…