Before revision:  We propose to use temporally-extended macro-actions  to cut down the effective planning horizon and thus the exponential factor of the complexity.
After revision:  We propose to use temporally-extended macro-actions help to cut down the effective planning horizon and thus the exponential factor of the complexity.