71 citations · 95 across the 3 of their papers we have counts for
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physics.ao-ph2021★ 12 cited
Adding Uncertainty to Neural Network Regression Tasks in the Geosciences
Elizabeth A. Barnes, Randal J. Barnes, Nicolas Gordillo
A simple method for adding uncertainty to neural network regression tasks via estimation of a general probability distribution is described. The methodology supports estimation of…
stat.ML2021
Will Artificial Intelligence supersede Earth System and Climate Models?
Christopher Irrgang, Niklas Boers, Maike Sonnewald +4
We outline a perspective of an entirely new research branch in Earth and climate sciences, where deep neural networks and Earth system models are dismantled as individual methodolo…