@article{hyperbolicgraphneuralnetworksunderthemic, title = {Hyperbolic Graph Neural Networks Under the Microscope: The Role of Geometry-Task Alignment}, author = {Dionisia Naddeo and Jonas Linkerhägner and Nicola Toschi and Geri Skenderi and Veronica Lachi}, year = {2026}, eprint = {2602.01828}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.01828}, }