[✔] - Fighting on neutral grounds?

Say both myself and my enemy have right of way with the same country, can i use my arty or troops to attack him if he is at one of the cities we both have as right of way? It is right of way with a computer AI and he is actually in the city not just in the province.

thanks in advance guys!