6 citations · 14 across the 8 of their papers we have counts for
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cs.LG2021
Analytical bounds on the local Lipschitz constants of ReLU networks
Trevor Avant, Kristi A. Morgansen
In this paper, we determine analytical upper bounds on the local Lipschitz constants of feedforward neural networks with ReLU activation functions. We do so by deriving Lipschitz c…
cs.LG2020★ 5 cited
Data-Driven Aerospace Engineering: Reframing the Industry with Machine Learning
Steven L. Brunton, J. Nathan Kutz, Krithika Manohar +9
Data science, and machine learning in particular, is rapidly transforming the scientific and industrial landscapes. The aerospace industry is poised to capitalize on big data and m…
cs.LG2020★ 1 cited
Analytical bounds on the local Lipschitz constants of affine-ReLU functions
Trevor Avant, Kristi A. Morgansen
In this paper, we determine analytical bounds on the local Lipschitz constants of of affine functions composed with rectified linear units (ReLUs). Affine-ReLU functions represent…