Search Results for author: Bryce Chudomelka

Found 2 papers, 1 papers with code

Deep neural network for solving differential equations motivated by Legendre-Galerkin approximation

no code implementations24 Oct 2020 Bryce Chudomelka, Youngjoon Hong, Hyunwoo Kim, Jinyoung Park

Nonlinear differential equations are challenging to solve numerically and are important to understanding the dynamics of many physical systems.

Robust Neural Networks inspired by Strong Stability Preserving Runge-Kutta methods

1 code implementation ECCV 2020 Byungjoo Kim, Bryce Chudomelka, Jinyoung Park, Jaewoo Kang, Youngjoon Hong, Hyunwoo J. Kim

Motivated by the SSP property and a generalized Runge-Kutta method, we propose Strong Stability Preserving networks (SSP networks) which improve robustness against adversarial attacks.

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