77 citations · 127 across the 9 of their papers we have counts for
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cs.LG2022★ 1 cited
Machine learning algorithms for three-dimensional mean-curvature computation in the level-set method
Luis Ángel Larios-Cárdenas, Frédéric Gibou
We propose a data-driven mean-curvature solver for the level-set method. This work is the natural extension to of our two-dimensional strategy in [DOI: 10.1007/s1091…
cs.LG2021★ 9 cited
Error-correcting neural networks for semi-Lagrangian advection in the level-set method
Luis Ángel Larios-Cárdenas, Frédéric Gibou
We present a machine learning framework that blends image super-resolution technologies with passive, scalar transport in the level-set method. Here, we investigate whether we can…
cs.LG2021★ 14 cited
A hybrid inference system for improved curvature estimation in the level-set method using machine learning
Luis Ángel Larios-Cárdenas, Frédéric Gibou
We present a novel hybrid strategy based on machine learning to improve curvature estimation in the level-set method. The proposed inference system couples enhanced neural networks…