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07/14/2023
FaIRGP: A Bayesian Energy Balance Model for Surface Temperatures Emulation
Emulators, or reduced complexity climate models, are surrogate Earth sys...
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01/26/2023
Returning The Favour: When Regression Benefits From Probabilistic Causal Knowledge
A directed acyclic graph (DAG) provides valuable prior knowledge that is...
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05/06/2022
AODisaggregation: toward global aerosol vertical profiles
Aerosol-cloud interactions constitute the largest source of uncertainty ...
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05/27/2021
Deconditional Downscaling with Gaussian Processes
Refining low-resolution (LR) spatial fields with high-resolution (HR) in...
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11/13/2020
NightVision: Generating Nighttime Satellite Imagery from Infra-Red Observations
The recent explosion in applications of machine learning to satellite im...
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11/09/2020
Predicting Landsat Reflectance with Deep Generative Fusion
Public satellite missions are commonly bound to a trade-off between spat...
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03/04/2020