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Rapid Uncertainty Quantification on a Latent Field using Fisher Information

Daningburg, Karl et al.
arXiv (All) · Papers
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Many inverse problems in physics infer an unobserved field from measurements connected to it through a governing equation. We combine Fisher information with a differentiable solver to quantify uncertainty in both the inferred field and its predicted observables, using a local Gaussian approximation
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