283 citations · 1.2k across the 17 of their papers we have counts for
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cs.LG2021★ 46 cited
Physics-enhanced deep surrogates for partial differential equations
Raphaël Pestourie, Youssef Mroueh, Chris Rackauckas +2
Many physics and engineering applications demand Partial Differential Equations (PDE) property evaluations that are traditionally computed with resource-intensive high-fidelity num…
cs.LG2020★ 99 cited
Active learning of deep surrogates for PDEs: Application to metasurface design
Raphaël Pestourie, Youssef Mroueh, Thanh V. Nguyen +2
Surrogate models for partial-differential equations are widely used in the design of meta-materials to rapidly evaluate the behavior of composable components. However, the training…