ReLU Neural Networks, Polyhedral Decompositions, and Persistent Homology

Yajing Liu, Christina M. Cole, Chris Peterson 0001, Michael Kirby. ReLU Neural Networks, Polyhedral Decompositions, and Persistent Homology. In Timothy Doster, Tegan Emerson, Henry Kvinge, Nina Miolane, Mathilde Papillon, Bastian Rieck, Sophia Sanborn, editors, Topological, Algebraic and Geometric Learning Workshops 2023, 28 July 2023, Honolulu, HI, USA. Volume 221 of Proceedings of Machine Learning Research, pages 455-468, PMLR, 2023. [doi]

Authors

Yajing Liu

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Christina M. Cole

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Chris Peterson 0001

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Michael Kirby

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