Rethinking Test-time Likelihood: The Likelihood Path Principle and Its Application to OOD Detection

Sicong Huang, Jiawei He, Kry Yik Chau Lui

While likelihood is attractive in theory, its estimates by deep generative models (DGMs) are often broken in practice, and perform poorly for out of distribution (OOD) Detection. V…