Search Results for author: Jakob Macke

Found 2 papers, 1 papers with code

Efficient identification of informative features in simulation-based inference

1 code implementation • 21 Oct 2022 • Jonas Beck, Michael Deistler, Yves Bernaerts, Jakob Macke, Philipp Berens

To this end, many SBI methods employ a set of summary statistics or scientifically interpretable features to estimate a surrogate likelihood or posterior.

Bayesian Inference

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Simulation Intelligence: Towards a New Generation of Scientific Methods

no code implementations • 6 Dec 2021 • Alexander Lavin, David Krakauer, Hector Zenil, Justin Gottschlich, Tim Mattson, Johann Brehmer, Anima Anandkumar, Sanjay Choudry, Kamil Rocki, Atılım Güneş Baydin, Carina Prunkl, Brooks Paige, Olexandr Isayev, Erik Peterson, Peter L. McMahon, Jakob Macke, Kyle Cranmer, Jiaxin Zhang, Haruko Wainwright, Adi Hanuka, Manuela Veloso, Samuel Assefa, Stephan Zheng, Avi Pfeffer

We present the "Nine Motifs of Simulation Intelligence", a roadmap for the development and integration of the essential algorithms necessary for a merger of scientific computing, scientific simulation, and artificial intelligence.

Probabilistic Programming

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