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EarthNet2021 is a large dataset suitable for training deep neural networks on the task. ... Satellite images are snapshots of the Earth surface. We propose to forecast them. We frame Earth surface forecasting as the task of predicting satellite imagery conditioned on future weather. ... Acknowledgements We thank three anonymous reviewers and the area chair for their constructive reviews. ...arXiv:2104.10066v1 fatcat:w6fg5gzhmvdr5ank4jfhbustg4