Police Scotland state they received several 999 calls from the public describing a driver going northbound on the southbound carriageway near Ecclefechan.
A spokesman said they were seeking witnesses to build a clearer picture of the incident, which happened at around 10.40 pm.
Anyone who can help is asked to contact police on the non-emergency telephone number 101.
NEWSDESK: 01461-202417