no code implementations • 10 Jan 2024 • Haoyu Chu, Yuto Miyatake, Wenjun Cui, Shikui Wei, Daisuke Furihata
Experimental results demonstrate that the proposed method improves the numerical accuracy of PINNs for partial differential equations.
no code implementations • 25 Apr 2023 • Haoyu Chu, Shikui Wei, Ting Liu, Yao Zhao, Yuto Miyatake
Deep equilibrium (DEQ) models have emerged as a promising class of implicit layer models, which abandon traditional depth by solving for the fixed points of a single nonlinear layer.
no code implementations • 10 Mar 2022 • Haoyu Chu, Shikui Wei, Qiming Lu, Yao Zhao
We propose a new training based on knowledge distillation to construct more powerful and robust Neural ODEs fitting image recognition tasks.
no code implementations • 4 Dec 2020 • Haoyu Chu, Shikui Wei, Yao Zhao
Thus, Neural ODEs have natural robustness against adversarial examples.