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Martin Trimmel

2 accepted papers

2021

TropEx: An Algorithm for Extracting Linear Terms in Deep Neural Networks

ICLR 2021poster

Deep neural networks with rectified linear (ReLU) activations are piecewise linear functions, where hyperplanes partition the input space into an astronomically high number of linear regions. Previous work focused on counting linear regions to measure the network's expressive power and on analyzing…

Cited by 14SourcePDFScholar