Hyperbolic Geometry

Hyperbolic geometry is a class of constant-negative-curvature geometry in which volume grows exponentially with radius, enabling low-dimensional embeddings to represent exponentially large hierarchies such as trees. Common models include the Poincaré disk, the upper half-plane, and the Lorentz model, making it suitable for hierarchical representation learning.