Search Results for author: Zixi Hu

Found 1 papers, 0 papers with code

Residual Networks as Nonlinear Systems: Stability Analysis using Linearization

no code implementations31 May 2019 Kai Rothauge, Zhewei Yao, Zixi Hu, Michael W. Mahoney

We regard pre-trained residual networks (ResNets) as nonlinear systems and use linearization, a common method used in the qualitative analysis of nonlinear systems, to understand the behavior of the networks under small perturbations of the input images.

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