2 papers
stat.ML2025
Certifying Robustness via Topological Representations
Jens Agerberg, Andrea Guidolin, Andrea Martinelli +3
We propose a neural network architecture that can learn discriminative geometric representations of data from persistence diagrams, common descriptors of Topological Data Analysis.…
math.AT2022
The Christoffel-Darboux kernel for topological data analysis
Pepijn Roos Hoefgeest, Lucas Slot
Persistent homology has been widely used to study the topology of point clouds in . Standard approaches are very sensitive to outliers, and their computational comple…