ML 4 Data Assimilation¶
- Implicit Neural Representations 4 Sea Surface Height Interpolation
- Algorithm: Probabilistic INRs
- Algorithm: Physics-Informed Loss (QG regularization)
- Normalizing Flows as Probabilistic Surrogate Models Sea Surface Height
- Algorithm: Markovian SurVAE Flows
- Algorithm: Conditional SurVAE Flows
- Revisiting 4DVar(Net)
Modern Gaussianization¶
- Gaussianizing the Earth
- Modern Gaussianization