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06/01/2023
Image generation with shortest path diffusion
The field of image generation has made significant progress thanks to th...
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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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02/20/2020
Comparing recurrent and convolutional neural networks for predicting wave propagation
Dynamical systems can be modelled by partial differential equations and ...
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05/07/2019