Out-of-distribution (OOD) detection is critical to ensuring the reliability
and safety of machine learning systems. For instance, in autonomous driving, we
would like the driving system to issue an alert and hand over the control to
humans when it detects unusual scenes or objects that it has never seen during
training time and cannot make a safe decision. T