Application of this combined ML-GA framework results in the discovery of more than 20 new polymers that are above both the CO 2 /N 2 and CO 2 /O 2 Robeson upper bounds, many of which contain aromatic functional groups along with oxygen-and nitrogen-motifs, aligning with experimental observations that show imines and polyethers as promising polymer membranes for CO 2 separation .