Preventing Failures Due to Dataset Shift: Learning Predictive Models That Transport

Adarsh Subbaswamy, Peter Schulam, Suchi Saria

Abstract: Classical supervised learning produces unreliable models when training and target distributions differ, with most existing solutions requiring samples from the target domain. We propose a proactive...