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1. An artificial neural network
predicts the onset of slowdowns
in decadal warming trends of
global mean surface
temperature
2. Explainable AI reveals the neural
network is leveraging tropical
patterns of ocean heat content
anomalies to make its
predictions
3. Transitions in the phase of the
Interdecadal Pacific Oscillation
are frequently associated with
warming slowdown predictions
in CESM2-LE
Temporary slowdowns in decadal warming
predictions by a neural network
Labe, Z.M. and E.A. Barnes (2022), Predicting
slowdowns in decadal climate warming trends with
explainable neural networks. Geophysical Research
Letters, DOI:10.1029/2022GL098173
Paper

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  • 1. 1. An artificial neural network predicts the onset of slowdowns in decadal warming trends of global mean surface temperature 2. Explainable AI reveals the neural network is leveraging tropical patterns of ocean heat content anomalies to make its predictions 3. Transitions in the phase of the Interdecadal Pacific Oscillation are frequently associated with warming slowdown predictions in CESM2-LE Temporary slowdowns in decadal warming predictions by a neural network Labe, Z.M. and E.A. Barnes (2022), Predicting slowdowns in decadal climate warming trends with explainable neural networks. Geophysical Research Letters, DOI:10.1029/2022GL098173 Paper