Since the movement of Langton's Ant is entirely deterministic, it would be possible in this scenario to make the Ant go wherever the adversary pleases. The initial settings of the pixels can be carefully engineered to facilitate any arbitrary pattern of motion. The ant's movement can be easily calculated ahead of time to help with getting the initial pixel colours right.