An extensive body of literature has shown that combining forecasts can improve forecast accuracy. Since pioneering work of Bates and Granger (1969), many techniques of combining forecasts has been developed. The main aim of the paper submitted is to describe key moments related to this subject, namely with respect to new approaches based on applications of robust methods..