Search Results for author: Nicole Sanderson

Found 2 papers, 0 papers with code

Nerve theorems for fixed points of neural networks

no code implementations23 Feb 2021 Daniela Egas Santander, Stefania Ebli, Alice Patania, Nicole Sanderson, Felicia Burtscher, Katherine Morrison, Carina Curto

In this work, we propose a method of covering graphs of CTLNs with a set of smaller directional graphs that reflect the local flow of activity.

Topological Regularization via Persistence-Sensitive Optimization

no code implementations10 Nov 2020 Arnur Nigmetov, Aditi S. Krishnapriyan, Nicole Sanderson, Dmitriy Morozov

Optimization, a key tool in machine learning and statistics, relies on regularization to reduce overfitting.

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