9 citations · 9 across the 2 of their papers we have counts for
2 papers
math.AT2025
Torsion in Persistent Homology and Neural Networks
Maria Walch
We explore the role of torsion in hybrid deep learning models that incorporate topological data analysis, focusing on autoencoders. While most TDA tools use field coefficients, thi…
cs.LG2022★ 9 cited
Quantifying Quality of Class-Conditional Generative Models in Time-Series Domain
Alireza Koochali, Maria Walch, Sankrutyayan Thota +3
Generative models are designed to address the data scarcity problem. Even with the exploding amount of data, due to computational advancements, some applications (e.g., health care…