Mehrdad Khatir

A Unification Framework for Euclidean and Hyperbolic Graph Neural Networks

Hyperbolic neural networks can effectively capture the inherent hierarchy of graph datasets, and consequently a powerful choice of GNNs. However, they entangle multiple incongruent (gyro-)vector spaces within a layer, which makes them limited in terms of generalization and scalability. In this w…