18 citations · 47 across the 9 of their papers we have counts for
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math.AT2019★ 15 cited
Path homologies of deep feedforward networks
Samir Chowdhury, Thomas Gebhart, Steve Huntsman +1
We provide a characterization of two types of directed homology for fully-connected, feedforward neural network architectures. These exact characterizations of the directed homolog…
cs.LG2019
Characterizing the Shape of Activation Space in Deep Neural Networks
Thomas Gebhart, Paul Schrater, Alan Hylton
The representations learned by deep neural networks are difficult to interpret in part due to their large parameter space and the complexities introduced by their multi-layer struc…