A research paper as lecture note
It is best to ask your librarian - they are usually well trained in copyright issues and will be able to advise you how to avoid copyright infringement. 

On a side note - unless your students are very good in CS already, I am not sure if using research papers as the only teaching materials for the course is necessarily a good idea.