Recently, regression based conditional independence (CI) tests have been employed to solve the problem of causal discovery. These methods provide an alternative way test for CI by transforming between residuals. Generally, it is nontrivial check when these residuals are linearly uncorrelated. With ability represent high-order moments, kernel-based usually used achieve this goal, but at a cost c...