arxivcs.LG2026-07-11
Distance-Preserving Embeddings in Inhomogeneous Random Graphs
My Le, Luana Ruiz, Souvik Dhara
Graph machine learning provides powerful tools for understanding complex networks and learning meaningful node representations. A central challenge, however, is designing embeddings with minimal distortion of both local and global functionals, such as shortest path lengths. Prior…