Efficient Out-of-Distribution Detection with Prototypical Semi-Supervised Learning and Foundation Models

The author introduces PAWS-VMK, a novel semi-supervised approach that leverages foundation models to set new benchmarks in SSL and OOD detection by addressing key challenges in the original PAWS method.