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Philosophical Transactions. Series A, Mathematical, Physical, and Engineering Sciences|June 20, 2022
GFINNs: GENERIC formalism informed neural networks for deterministic and stochastic dynamical systemsZhen Zhang, Yeonjong Shin, George Em Karniadakis
Neural Networks : the Official Journal of the International Neural Network Society|February 12, 2023
Accelerating gradient descent and Adam via fractional gradientsYeonjong Shin, Jérôme Darbon, George Em Karniadakis
Nature Computational Science|April 28, 2026
NOEM: efficient and scalable finite element method enabled by reusable neural operatorsWeihang Ouyang, Yeonjong Shin, Si-Wei Liu, et al.
Neural Networks : the Official Journal of the International Neural Network Society|July 8, 2022
Approximation rates of DeepONets for learning operators arising from advection-diffusion equationsBeichuan Deng, Yeonjong Shin, Lu Lu, et al.
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