Lorentzian Distance Learning for Hyperbolic Representations

Marc Teva Law, Renjie Liao, Jake Snell, Richard S. Zemel

Abstract: We introduce an approach to learn representations based on the Lorentzian distance in hyperbolic geometry. Hyperbolic geometry is especially suited to hierarchically-structured datasets, which are ...