SBI Tutorial

Beyond Likelihoods: Bayesian Parameter Inference for Black-Box Simulators with sbi

A comprehensive hands-on tutorial at EuroSciPy 2025 teaching scientists and engineers how to use simulation-based inference (SBI) for Bayesian parameter estimation in complex simulators, providing full uncertainty quantification beyond simple best-fit approaches.

August 2025 · Jan Teusen

sbi reloaded: A toolkit for simulation-based inference workflows

We present sbi reloaded, a comprehensive update to the sbi Python package that provides researchers with state-of-the-art algorithms and tools for simulation-based inference workflows across scientific domains.

April 2025 · Jan Boelts*, Michael Deistler*, Manuel Gloeckler, Álvaro Tejero-Cantero, Jan-Matthis Lueckmann, Guy Moss, Peter Steinbach, Thomas Moreau, Fabio Muratore, Julia Linhart, Conor Durkan, Julius Vetter, Benjamin Kurt Miller, Maternus Herold, Abolfazl Ziaeemehr, Matthijs Pals, Theo Gruner, Sebastian Bischoff, Nastya Krouglova, Richard Gao, Janne K. Lappalainen, Bálint Mucsányi, Felix Pei, Auguste Schulz, Zinovia Stefanidi, Pedro Rodrigues, Cornelius Schröder, Faried Abu Zaid, Jonas Beck, Jaivardhan Kapoor, David S. Greenberg, Pedro J. Gonçalves, Jakob H. Macke

sbi: A toolkit for simulation-based inference

We introduce sbi, a Python package providing a unified interface for simulation-based inference methods, making these powerful techniques accessible to researchers across disciplines.

August 2020 · Álvaro Tejero-Cantero*, Jan Boelts*, Michael Deistler*, Jan-Matthis Lueckmann*, Conor Durkan*, Pedro J. Gonçalves, David S. Greenberg, Jakob H. Macke
sbi python package

sbi: Simulation-Based Inference

sbi is a Python package for simulation-based inference, providing a user-friendly interface to perform Bayesian parameter inference for simulator-based models with intractable likelihoods.

August 2020 · The sbi-dev team

List of Irregular Verbs Across Romance Languages

This dataset contains all irregular verbs in known Romance languages.

March 2013 · Patrick Fitzcarron O'Leary, Florianus Prinzel, Walter Schoeffler-Henschell, Detlev Amadeus Unterholzer, Dieter Vogelsang, Moritz-Maria von Igelfeld