Learning Algorithms for Active Learning

Philip Bachman, Alessandro Sordoni, Adam Trischler

Abstract: We introduce a model that learns active learning algorithms via metalearning. For a distribution of related tasks, our model jointly learns: a data representation, an item selection heuristic, and ...