Unlock: Hyperbolic Embeddings for Graphs

Negatively curved space embeds tree-like graphs with exponentially less distortion than Euclidean space at the same dimension. The Poincare ball model, Mobius gyrovector arithmetic, and Sala et al.'s sharp distortion bound make this concrete; Ganea et al. lift the construction to neural network layers.