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05/05/2022
Towards Fast Simulation of Environmental Fluid Mechanics with Multi-Scale Graph Neural Networks
Numerical simulators are essential tools in the study of natural fluid-s...
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08/26/2021
Disentangling ODE parameters from dynamics in VAEs
Deep networks have become increasingly of interest in dynamical system p...
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06/09/2021
Simulating Continuum Mechanics with Multi-Scale Graph Neural Networks
Continuum mechanics simulators, numerically solving one or more partial ...
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12/01/2020
Simulating Surface Wave Dynamics with Convolutional Networks
We investigate the performance of fully convolutional networks to simula...
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03/11/2020
PDE-induced connection of moving frames for the Atlas of the cardiac electric propagation on 2D atrium
As another critical implementation of moving frames for partial differen...
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02/20/2020