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20242026
most citedNeural network-based Godunov corrections for approximate Riemann solvers using bi-fidelity learning

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cs.LG2024★ 1 cited

MD-NOMAD: Mixture density nonlinear manifold decoder for emulating stochastic differential equations and uncertainty propagation

Akshay Thakur, Souvik Chakraborty

We propose a neural operator framework, termed mixture density nonlinear manifold decoder (MD-NOMAD), for stochastic simulators. Our approach leverages an amalgamation of the point…