"In narrow environments, OOD detection techniques can be genuinely useful when their assumptions and relevant operating conditions are sufficiently specified."
Fang and colleagues establish theoretical conditions under which OOD detection can be learned successfully in practical settings. Their research supports the section's distinction between useful, task-specific detectors and the much stronger demand for unrestricted detection guarantees.
View Source