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flow field reconstruction 1hemodynamic indicators 1incompressible navier-stokes 1physics-informed neural networks 1wall shear stress estimation 1

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20242026
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cs.LG2025

Enhanced uncertainty quantification variational autoencoders for the solution of Bayesian inverse problems

Andrea Tonini, Luca Dede'

Among other uses, neural networks are a powerful tool for solving deterministic and Bayesian inverse problems in real-time, where variational autoencoders, a specialized type of ne…