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Derivative-informed projected neural networks for high-dimensional parametric maps governed by PDEs

Parametric ProgrammingMachine LearningPde-constrained OptimizationPhysic Aware Machine LearningHigh-dimensional Parametric MapsInverse ProblemsNeural NetworksMultivariate ApproximationNonlinear Dimensionality Reduction