Yes it would be more efficient ( assuming your power supply is a switcher whose draw is proportional to output power, not output current. - reduce voltage until you see a drop in current draw, then increase a little. I've run short LED strips at 3.3v, though we didn't need blue in that job
Just make sure you allow for voltage drop, especially when using LED tape