Search Results for author: Benjamin Filippenko

Found 2 papers, 0 papers with code

Topological Deep Learning

no code implementations14 Jan 2021 Ephy R. Love, Benjamin Filippenko, Vasileios Maroulas, Gunnar Carlsson

This work introduces the Topological CNN (TCNN), which encompasses several topologically defined convolutional methods.

Topological Convolutional Neural Networks

no code implementations NeurIPS Workshop TDA_and_Beyond 2020 Ephy Love, Benjamin Filippenko, Vasileios Maroulas, Gunnar E. Carlsson

There is considerable interest in making convolutional neural networks (CNNs) that learn on less data, are better at generalizing, and are more easily interpreted.

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