Before revision:  In experiments, KIV outperforms state of the art alternatives for nonparametric instrumental variable regression. Of independent interest, we provide a more general theory of conditional mean embedding regression in which the RKHS has infinite dimension .
After revision:  In experiments, KIV outperforms state of the art alternatives for nonparametric IV regression .