Fuel is used at 10x the rate (and heat is gained at 10x the rate) until the reactor reaches half its max heat.
Currently this applies to freshly placed reactors, as well as reactors recently selected by a player.
(reactors unsubscribe from the speedup if they haven't had fuel for 60 seconds after above)