Board Thread:Skyrim/@comment-12951198-20130722014515/@comment-72.71.207.204-20130722045535

It varies from artifact to artifact. According to this wiki the ebony blade (my favorite) cannot be upgraded, while the ebony mail can be. So just check ahead of time since you'll want to make sure you have the right perks and materials.