Testing goodness-of-fit and conditional independence with approximate co-sufficient sampling

Rina Foygel Barber, Lucas Janson

Goodness-of-fit (GoF) testing is ubiquitous in statistics, with direct ties to model selection, confidence interval construction, conditional independence testing, and multiple tes…