Search Results for author: Ben D. MacArthur

Found 2 papers, 1 papers with code

Deep Learning as Ricci Flow

1 code implementation22 Apr 2024 Anthony Baptista, Alessandro Barp, Tapabrata Chakraborti, Chris Harbron, Ben D. MacArthur, Christopher R. S. Banerji

To illustrate this idea, we present a computational framework to quantify the geometric changes that occur as data passes through successive layers of a DNN, and use this framework to motivate a notion of `global Ricci network flow' that can be used to assess a DNN's ability to disentangle complex data geometries to solve classification problems.

Deep Learning

Cannot find the paper you are looking for? You can Submit a new open access paper.