A separability-based approach to quantifying generalization: which layer is best?

Luciano Dyballa, Evan Gerritz, Steven W. Zucker

Generalization to unseen data remains poorly understood for deep learning classification and foundation models, especially in the open set scenario. How can one assess the ability…