Identifying Unknown Unknowns in the Open World: Representations and Policies for Guided Exploration

Himabindu Lakkaraju, Ece Kamar, Rich Caruana +1

Predictive models deployed in the real world may assign incorrect labels to instances with high confidence. Such errors or unknown unknowns are rooted in model incompleteness, and…