2 papers
cs.LG2026
Field-Space Autoencoder for Scalable Climate Emulators
Johannes Meuer, Maximilian Witte, Étiénne Plésiat +2
Kilometer-scale Earth system models are essential for capturing local climate change. However, these models are computationally expensive and produce petabyte-scale outputs, which…
cs.LG2025
Field-Space Attention for Structure-Preserving Earth System Transformers
Maximilian Witte, Johannes Meuer, Étienne Plésiat +1
Accurate and physically consistent modeling of Earth system dynamics requires machine-learning architectures that operate directly on continuous geophysical fields and preserve the…