Representation Topology Divergence: A Method for Comparing Neural Network Representations

Serguei Barannikov, Ilya Trofimov, Nikita Balabin, Evgeny Burnaev

Abstract: Comparison of data representations is a complex multi-aspect problem. We propose a method for comparing two data representations. We introduce the Representation Topology Divergence (RTD) score mea...