Hyperbolic Geometric Latent Diffusion Model for Efficient and Topology-Preserving Graph Generation

The proposed Hyperbolic Geometric Latent Diffusion (HypDiff) model leverages hyperbolic geometry to establish a suitable latent space and design an efficient diffusion process that preserves the original topological properties of graphs during generation.