Mylar is the most efficient material by far, except for this really expensive paint additive that boosts the % by 12-15. Mylar is ~80% efficient, flat white with the additive is like 95%.
And regardless of the source of light, if the material is reflective, it's going to... you know... reflect the light. LED, HID, Bic Lighter... reflected photons are still photons.