Metric Space Magnitude and Generalisation in Neural Networks

Rayna Andreeva, Katharina Limbeck, Bastian Rieck, Rik Sarkar. Metric Space Magnitude and Generalisation in Neural Networks. 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 242-253, PMLR, 2023. [doi]

Authors

Rayna Andreeva

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Katharina Limbeck

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Bastian Rieck

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Rik Sarkar

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