Local causal structure learning aims to discover and distinguish direct causes (parents) effects (children) of a variable interest from data. While emerging successes have been made, existing methods need search large space target T. To tackle this issue, we propose novel Efficient Causal Structure algorithm, named ELCS. Specifically, first the concept N-structures, then design an efficient Mar...