I'm pretty sure it's not a good idea.
I have tried it (very) briefly with mine to no ill effect but all the levels go weird as the circuitry tries to figure out what it going on.
I have a older U2 which takes 18650 cells which is how I power mine now.
You could try the new LiPOFe4 cells - which have a lower nominal voltage. I'm not sure of this though.