Search Results for author: Patrick Seifner

Found 2 papers, 1 papers with code

Foundational Inference Models for Dynamical Systems

no code implementations12 Feb 2024 Patrick Seifner, Kostadin Cvejoski, Ramses J. Sanchez

The resulting models, which we call foundational inference models (FIM), can be (i) copied and matched along the time dimension to increase their resolution; and (ii) copied and composed to build inference models of any dimensionality, without the need of any finetuning.

Neural Markov Jump Processes

1 code implementation31 May 2023 Patrick Seifner, Ramses J. Sanchez

Markov jump processes are continuous-time stochastic processes with a wide range of applications in both natural and social sciences.

Variational Inference

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