@article{hyperbolicdeeplearningforfoundationmodel, title = {Hyperbolic Deep Learning for Foundation Models: A Survey}, author = {Neil He and Hiren Madhu and Ngoc Bui and Menglin Yang and Rex Ying}, year = {2025}, eprint = {2507.17787}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.17787}, }