GeomCA: Geometric Evaluation of Data Representations

Petra Poklukar, Anastasiia Varava, Danica Kragic

Abstract: Evaluating the quality of learned representations without relying on a downstream task remains one of the challenges in representation learning. In this work, we present Geometric Component Analysi...