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10/25/2022
Neuro-symbolic partial differential equation solver
We present a highly scalable strategy for developing mesh-free neuro-sym...
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10/25/2022
JAX-DIPS: Neural bootstrapping of finite discretization methods and application to elliptic problems with discontinuities
We present a scalable strategy for development of mesh-free hybrid neuro...
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08/18/2022
Machine learning algorithms for three-dimensional mean-curvature computation in the level-set method
We propose a data-driven mean-curvature solver for the level-set method....
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01/22/2022
Error-Correcting Neural Networks for Two-Dimensional Curvature Computation in the Level-Set Method
We present an error-neural-modeling-based strategy for approximating two...
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10/22/2021
Error-Correcting Neural Networks for Semi-Lagrangian Advection in the Level-Set Method
We present a machine learning framework that blends image super-resoluti...
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04/07/2021
Level-Set Curvature Neural Networks: A Hybrid Approach
We present a hybrid strategy based on deep learning to compute mean curv...
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02/04/2020
A Deep Learning Approach for the Computation of Curvature in the Level-Set Method
We propose a deep learning strategy to compute the mean curvature of an ...
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01/10/2020
Solving inverse-PDE problems with physics-aware neural networks
We propose a novel composite framework that enables finding unknown fiel...
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12/19/2019
