Before revision:  A large set of covariates that admits an unknown, possibly nonlinear factor structure is exploited to control for the latent confounders.
After revision:  A large set of noisy measurements are linked with the underlying latent confounders through an unknown, possibly nonlinear factor structure is exploited to control for the latent confounders.