North Korean athletes have won a total of 56 medals, two of which were won at the Winter Games. The National Olympic Committee for North Korea is the OlympicCommittee of the Democratic People's Republic of Korea, and was created in 1953 and recognized in 1957.
So, I would say yes, North Korea does participate.