Hello Izyun,
I can think of two possibilities, the first one, that I think you have already thought of and probably doesn't work for you, is to change all GPIO to high in the very beginning of your project (it probably doesn't work since they have to be initialized first).
The second one is to create a script to change the GPIO to high and making sure it runs very early in the boot process.
I hope this helps.
Peter.