"topological data analysis" Papers

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TopER: Topological Embeddings in Graph Representation Learning

Astrit Tola, Funmilola Mary Taiwo, Cuneyt Akcora et al.

NeurIPS 2025posterarXiv:2410.01778

Towards Scalable Topological Regularizers

Wong Hiu-Tung, Darrick Lee, Hong Yan

ICLR 2025posterarXiv:2501.14641

A Class of Topological Pseudodistances for Fast Comparison of Persistence Diagrams

Rolando Kindelan Nuñez, Mircea Petrache, Mauricio Cerda et al.

AAAI 2024paperarXiv:2402.14489

Deep Regression Representation Learning with Topology

Shihao Zhang, Kenji Kawaguchi, Angela Yao

ICML 2024poster

Differentiability and Optimization of Multiparameter Persistent Homology

Luis Scoccola, Siddharth Setlur, David Loiseaux et al.

ICML 2024poster

Differentiable Mapper for Topological Optimization of Data Representation

Ziyad Oulhaj, Mathieu Carrière, Bertrand Michel

ICML 2024poster

Generalized Sobolev Transport for Probability Measures on a Graph

Tam Le, Truyen Nguyen, Kenji Fukumizu

ICML 2024poster

Learning Persistent Community Structures in Dynamic Networks via Topological Data Analysis

Dexu Kong, Anping Zhang, Yang Li

AAAI 2024paperarXiv:2401.03194

Scalar Function Topology Divergence: Comparing Topology of 3D Objects

Ilya Trofimov, Daria Voronkova, Eduard Tulchinskii et al.

ECCV 2024posterarXiv:2407.08364