13 citations · 14 across the 2 of their papers we have counts for
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cs.LG2021★ 13 cited
Activation Landscapes as a Topological Summary of Neural Network Performance
Matthew Wheeler, Jose Bouza, Peter Bubenik
We use topological data analysis (TDA) to study how data transforms as it passes through successive layers of a deep neural network (DNN). We compute the persistent homology of the…
cs.CV2021★ 1 cited
VolterraNet: A higher order convolutional network with group equivariance for homogeneous manifolds
Monami Banerjee, Rudrasis Chakraborty, Jose Bouza +1
Convolutional neural networks have been highly successful in image-based learning tasks due to their translation equivariance property. Recent work has generalized the traditional…