Yes, you can.

It's easier for you to go rather than ask your girlfriend to come to US since she just landed Canada. However, if you are working on some sensitive areas or used to have gap(s) in your US status, you'd better not go. Wait for a year or two until your girlfriend builds enough tie with Canada before she goes for US visitor visa to join you in US.