Capacity Bounds for Hyperbolic Neural Network Representations of Latent Tree Structures

Anastasis Kratsios, Ruiyang Hong, Haitz Sáez de Ocáriz Borde

We study the representation capacity of deep hyperbolic neural networks (HNNs) with a ReLU activation function. We establish the first proof that HNNs can $\epsilon$-isometrical…