Search Results for author: Christina Winkler

Found 2 papers, 1 papers with code

Towards probabilistic Weather Forecasting with Conditioned Spatio-Temporal Normalizing Flows

no code implementations12 Nov 2023 Christina Winkler

Generative normalizing flows are able to model multimodal spatial distributions, and they have been shown to model temporal correlations successfully as well.

Weather Forecasting

Learning Likelihoods with Conditional Normalizing Flows

1 code implementation29 Nov 2019 Christina Winkler, Daniel Worrall, Emiel Hoogeboom, Max Welling

Normalizing Flows (NFs) are able to model complicated distributions p(y) with strong inter-dimensional correlations and high multimodality by transforming a simple base density p(z) through an invertible neural network under the change of variables formula.

Structured Prediction Super-Resolution

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