A General Framework for Abstention Under Label Shift

Amr M. Alexandari, Anshul Kundaje, Avanti Shrikumar

In safety-critical applications of machine learning, it is often important to abstain from making predictions on low confidence examples. Standard abstention methods tend to be foc…