I think I know the answer to my own question and the answer is I have no option but to engage in dice battle and to either keep battling or retreat back to where I came from.

When moving infantry into a hostile territory during Combat move phase, do I have to engage in dice battle or can’t I just stay there and wait for the other player to engage on his turn?
I can’t find this specifically in the rules.