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Topological Regularization via Persistence-Sensitive Optimization


Nov 10, 2020
Arnur Nigmetov, Aditi S. Krishnapriyan, Nicole Sanderson, Dmitriy Morozov

* The first two authors contributed equally to this work 

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PersGNN: Applying Topological Data Analysis and Geometric Deep Learning to Structure-Based Protein Function Prediction


Oct 30, 2020
Nicolas Swenson, Aditi S. Krishnapriyan, Aydin Buluc, Dmitriy Morozov, Katherine Yelick

* The first two authors contributed equally to this work 

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Persistent homology advances interpretable machine learning for nanoporous materials


Oct 01, 2020
Aditi S. Krishnapriyan, Joseph Montoya, Jens Hummelshøj, Dmitriy Morozov

* 16 pages, 7 figures 

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Topological Descriptors Help Predict Guest Adsorption in Nanoporous Materials


Feb 27, 2020
Aditi S. Krishnapriyan, Maciej Haranczyk, Dmitriy Morozov

* 14 pages, 7 figures 

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Robust Topological Descriptors for Machine Learning Prediction of Guest Adsorption in Nanoporous Materials


Jan 16, 2020
Aditi S. Krishnapriyan, Maciej Haranczyk, Dmitriy Morozov

* 12 pages, 6 figures 

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Communication-Avoiding Optimization Methods for Distributed Massive-Scale Sparse Inverse Covariance Estimation


Apr 08, 2018
Penporn Koanantakool, Alnur Ali, Ariful Azad, Aydin Buluc, Dmitriy Morozov, Leonid Oliker, Katherine Yelick, Sang-Yun Oh

* Main paper: 15 pages, appendix: 24 pages 

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