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Fiber Bundle Morphisms as a Framework for Modeling Many-to-Many Maps

Elizabeth Coda , Nico Courts , Colby Wight , Loc Truong , WoongJo Choi , Charles Godfrey , Tegan Emerson , Keerti Kappagantula , Henry Kvinge

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Bundle Networks: Fiber Bundles, Local Trivializations, and a Generative Approach to Exploring Many-to-one Maps

Nico Courts , Henry Kvinge

* 18 pages 

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One Representation to Rule Them All: Identifying Out-of-Support Examples in Few-shot Learning with Generic Representations

Henry Kvinge , Scott Howland , Nico Courts , Lauren A. Phillips , John Buckheit , Zachary New , Elliott Skomski , Jung H. Lee , Sandeep Tiwari , Jessica Hibler , Courtney D. Corley , Nathan O. Hodas

* 15 pages 

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Fuzzy Simplicial Networks: A Topology-Inspired Model to Improve Task Generalization in Few-shot Learning

Henry Kvinge , Zachary New , Nico Courts , Jung H. Lee , Lauren A. Phillips , Courtney D. Corley , Aaron Tuor , Andrew Avila , Nathan O. Hodas

* 17 pages 

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