Well I see that you have already gotten MK3 (which is an obvious choice for an arcade game), but I would recommend
Dig Dug,
Geometry Wars is a good one,
Doom is alright, and
Texas Hold Em.
If your looking for other people's favorites too then this thread might help you out.
Post Your Favorite Arcade Game