Software

D-Mercator preview

D-Mercator

Multidimensional hyperbolic embedding

Method for mapping complex networks into multidimensional hyperbolic spaces.

  • network geometry
  • hyperbolic embeddings
B-Mercator preview

B-Mercator

Mapping bipartite networks into the multidimensional hyperbolic spaces.

Hyperbolic embedding of bipartite networks

  • network geometry
  • hyperbolic embeddings
FiD-Mercator preview

FiD-Mercator

Feature-aware ultra-low dimensional reduction of real networks

Hyperbolic embedding of complex networks with nodes' features.

  • network geometry
  • hyperbolic embeddings
HypBench preview

HypBench

Hyperbolic Benchmark for GNNs

A comprehensive benchmarking framework for graph machine learning, focusing on the performance of GNNs across varied network structures.

  • GNNs
  • benchmarking
  • machine learning