34 citations · 57 across the 5 of their papers we have counts for
Showing 2022Show all
2 papers · 1 filter
physics.ao-ph2022★ 34 cited
Non-Linear Dimensionality Reduction with a Variational Encoder Decoder to Understand Convective Processes in Climate Models
Gunnar Behrens, Tom Beucler, Pierre Gentine +3
Deep learning can accurately represent sub-grid-scale convective processes in climate models, learning from high resolution simulations. However, deep learning methods usually lack…
cs.LG2022
Positive-Unlabeled Domain Adaptation
Jonas Sonntag, Gunnar Behrens, Lars Schmidt-Thieme
Domain Adaptation methodologies have shown to effectively generalize from a labeled source domain to a label scarce target domain. Previous research has either focused on unlabeled…