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Physics-informed differentiable solvers for learning parametric solution manifolds in heterogeneous physical systems

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Quantifying parametric uncertainty in partial differential equations is a central challenge to our ability to model the behavior of heterogeneous systems. This challenge is relevant to a variety of fundamental and application-oriented implications where system... ...