The Well-Tempered Likelihood: Honest Confidence Intervals for Misspecified Models

Benjamin Nachman, Jesse Thaler

Likelihood-based inference in particle physics, and in the physical sciences more broadly, relies on the assumption that the model accurately describes the data. When the model is…