Freezing pretrained variable-specific experts and adding new experts for surface variables lets a weather transformer match full retraining accuracy with about a quarter of the training iterations.
The quiet rev- olution of numerical weather prediction.Nature, 525(7567): 47–55, 2015
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VA-MoE: Variables-Adaptive Mixture of Experts for Incremental Weather Forecasting
Freezing pretrained variable-specific experts and adding new experts for surface variables lets a weather transformer match full retraining accuracy with about a quarter of the training iterations.