Search Results for author: Simon Prunet

Found 2 papers, 0 papers with code

Uncertainty-Aware Learning for Improvements in Image Quality of the Canada-France-Hawaii Telescope

no code implementations30 Jun 2021 Sankalp Gilda, Stark C. Draper, Sebastien Fabbro, William Mahoney, Simon Prunet, Kanoa Withington, Matthew Wilson, Yuan-Sen Ting, Andrew Sheinis

We leverage epistemic and aleatoric uncertainties in conjunction with probabilistic generative modeling to identify candidate vent adjustments that are in-distribution (ID); for the optimal configuration for each ID sample, we predict the reduction in required observing time to achieve a fixed SNR.

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