I'm not making a values judgment here, just saying that they will absolutely be used in war as soon as it's feasible to do so. The only exception I could see is if the world managed to come together and sign a treaty explicitly banning the use of autonomous weapons, but it's hard for me to see that happening in the near future.

Edit: come to think of it, you could argue a landmine is a fully autonomous weapon already.