25 citations · 43 across the 9 of their papers we have counts for
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cs.LG2023★ 1 cited
Singular Value Representation: A New Graph Perspective On Neural Networks
Dan Meller, Nicolas Berkouk
We introduce the Singular Value Representation (SVR), a new method to represent the internal state of neural networks using SVD factorization of the weights. This construction yiel…
cs.LG2021★ 6 cited
Persformer: A Transformer Architecture for Topological Machine Learning
Raphael Reinauer, Matteo Caorsi, Nicolas Berkouk
One of the main challenges of Topological Data Analysis (TDA) is to extract features from persistent diagrams directly usable by machine learning algorithms. Indeed, persistence di…