Continuous Geometry-Aware Graph Diffusion via Hyperbolic Neural PDE

Author:

Liu JiaxuORCID,Yi Xinping,Wu Sihao,Yin Xiangyu,Zhang Tianle,Huang Xiaowei,Jin Shi

Publisher

Springer Nature Switzerland

Reference48 articles.

1. Bachmann, G., Bécigneul, G., Ganea, O.: Constant curvature graph convolutional networks. In: International Conference on Machine Learning, pp. 486–496. PMLR (2020)

2. Belkin, M., Niyogi, P., Sindhwani, V.: Manifold regularization: a geometric framework for learning from labeled and unlabeled examples. J. Mach. Learn. Res. 7(11) (2006)

3. Beltrami, E.: Teoria fondamentale degli spazii di curvatura costante: memoria. F. Zanetti (1868)

4. Chamberlain, B., Rowbottom, J., Gorinova, M.I., Bronstein, M., Webb, S., Rossi, E.: Grand: graph neural diffusion. In: International Conference on Machine Learning, pp. 1407–1418. PMLR (2021)

5. Chamberlain, B., Rowbottom, J., Eynard, D., Di Giovanni, F., Dong, X., Bronstein, M.: Beltrami flow and neural diffusion on graphs. In: Advances in Neural Information Processing Systems, vol. 34, pp. 1594–1609 (2021)

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