25 Publications
2026
Manifold topological deep learning for biomedical data
Liu, Xiang⋅Su, Zhe⋅Shi, Yongyi⋅Tong, Yiying⋅Wang, Ge and Wei, Guo-Wei
Nature communications, Apr 2026. | Journal Article
 
Manifold topological deep learning for biomedical data
Liu, Xiang⋅Su, Zhe⋅Shi, Yongyi⋅Tong, Yiying⋅Wang, Ge and Wei, Guo-Wei
Nature Communications, vol. 17, (no. 1), pp. 4710, 2026. | Journal Article
 
Manifold topological deep learning for biomedical data. Nature Communications
. | Journal Article
 
Topological data analysis and topological deep learning beyond persistent homology: a review
Su, Zhe⋅Liu, Xiang⋅Hamdan, Layal Bou⋅Maroulas, Vasileios⋅Wu, Jie⋅Carlsson, Gunnar and Wei, Guo-Wei
The Artificial Intelligence Review, vol. 59, (no. 2), pp. 58, Feb 2026. | Journal Article
2025
Artificial intelligence approaches for anti-addiction drug discovery
Chen, Dong⋅Jiang, Jian⋅Hayes, Nicole⋅Su, Zhe and Wei, Guo-Wei
Digital Discovery, vol. 4, pp. 1404–1416. | Journal Article
 
Manifold Topological Deep Learning for Biomedical Data
Liu, Xiang⋅Su, Zhe⋅Shi, Yongyi⋅Tong, Yiying⋅Wang, Ge and Wei, Guo-Wei
arXiv preprint arXiv:2503.00175. | Journal Article
 
Topological Data Analysis and Topological Deep Learning Beyond Persistent Homology–A Review
Su, Zhe⋅Liu, Xiang⋅Hamdan, Layal Bou⋅Maroulas, Vasileios⋅Wu, Jie⋅Carlsson, Gunnar and Wei, Guo-Wei
arXiv preprint arXiv:2507.19504. | Journal Article
 
Topological data analysis and topological deep learning beyond persistent homology: a review. Artificial Intelligence Review
. | Journal Article
 
Topology-preserving Hodge decomposition in the Eulerian representation
Su, Zhe⋅Tong, Yiying and Wei, Guo-Wei
Beijing journal of pure & applied mathematics, vol. 2, (no. 2), pp. 619-657, Jan 2025. | Journal Article
 
Topology-preserving Hodge Decomposition in the Eulerian Representation
Su, Zhe⋅Tong, Yiying and Wei, Guo-Wei
Beijing Journal of Pure and Applied Mathematics, vol. 2, pp. 619–657. | Journal Article
 
Topology-preserving Hodge decomposition in the Eulerian representation. Beijing Journal of Pure and Applied Mathematics
. | Journal Article
2024
Hodge decomposition of single-cell RNA velocity
Su, Zhe⋅Tong, Yiying and Wei, Guo-Wei
Journal of chemical information and modeling. | Journal Article
 
Hodge decomposition of vector fields in Cartesian grids
Tong, Yiying and Wei, Guowei
 
Persistent de Rham-Hodge Laplacians in Eulerian representation for manifold topological learning
Su, Zhe⋅Tong, Yiying and Wei, Guo-Wei
AIMS Mathematics, vol. 9, pp. 27438–27470. | Journal Article
 
Persistent de Rham-Hodge Laplacians in Eulerian representation for manifold topological learning. AIMS Mathematics
. | Journal Article
2023
The metric completion of the space of vector-valued one-forms
Cavallucci, Nicola and Su, Zhe
Annals of Global Analysis and Geometry, vol. 64, pp. 10. | Journal Article
2022
Integrated Construction of Multimodal Atlases with Structural Connectomes in the Space of Riemannian Metrics. Machine Learning for Biomedical Imaging
. | Journal Article
2021
A diffeomorphism-invariant metric on the space of vector-valued one-forms
Bauer, Martin⋅Klassen, Eric⋅Preston, Stephen C and Su, Zhe
Pure and Applied Mathematics Quarterly, vol. 17, pp. 141–183. | Journal Article
 
A diffeomorphism-invariant metric on the space of vector-valued one-forms. Pure and Applied Mathematics Quarterly
. | Journal Article
 
Integrated Construction of Multimodal Atlases with Structural Connectomes in the Space of Riemannian Metrics
Campbell, Kristen M⋅Dai, Haocheng⋅Su, Zhe⋅Bauer, Martin⋅Fletcher, P Thomas and Joshi, Sarang C
arXiv preprint arXiv:2109.09808. | Journal Article
 
Structural Connectome Atlas Construction in the Space of Riemannian Metrics
Campbell, Kristen M⋅Dai, Haocheng⋅Su, Zhe⋅Bauer, Martin⋅Fletcher, P Thomas and Joshi, Sarang C
(pp. 291–303)
2020
Shape analysis of surfaces using general elastic metrics
Su, Zhe⋅Bauer, Martin⋅Preston, Stephen C⋅Laga, Hamid and Klassen, Eric
Journal of Mathematical Imaging and Vision, vol. 62, pp. 1087–1106. | Journal Article
 
Simplifying transformations for a family of elastic metrics on the space of surfaces
Su, Zhe⋅Bauer, Martin⋅Klassen, Eric and Gallivan, Kyle
(pp. 848–849)
2018
Comparing curves in homogeneous spaces
Su, Zhe⋅Klassen, Eric and Bauer, Martin
Differential Geometry and its Applications, vol. 60, pp. 9–32. | Journal Article
2017
The square root velocity framework for curves in a homogeneous space
Su, Zhe⋅Klassen, Eric and Bauer, Martin
(pp. 1–10)