What is the Effect of Importance Weighting in Deep Learning?

Jonathon Byrd, Zachary Chase Lipton

Abstract: Importance-weighted risk minimization is a key ingredient in many machine learning algorithms for causal inference, domain adaptation, class imbalance, and off-policy reinforcement learning. While ...