Approximate Bayesian Inference for a Mechanistic Model of Vesicle Release at a Ribbon Synapse. - Cornelius Schröder; Ben James; Leon Lagnado; Philipp Berens (NeurIPS, 2019)

System Identification with Biophysical Constraints: A Circuit Model of the Inner Retina. - Cornelius Schröder; David A. Klindt; Sarah Strauß; Katrin Franke; Matthias Bethge; Thomas Euler; Philipp Berens (NeurIPS, 2020)

Simulation-Based Inference of Surface Accumulation and Basal Melt Rates of an Antarctic Ice Shelf from Isochronal Layers. - Guy Moss 001; Vjeran Visnjevic; Olaf Eisen; Falk M. Oraschewski; Cornelius Schröder; Jakob H. Macke; Reinhard Drews (CoRR, 2023)

Simultaneous identification of models and parameters of scientific simulators. - Cornelius Schröder; Jakob H. Macke (ICML, 2024)

Sourcerer: Sample-based Maximum Entropy Source Distribution Estimation. - Julius Vetter; Guy Moss 001; Cornelius Schröder; Richard Gao; Jakob H. Macke (NeurIPS, 2024)

A Practical Guide to Statistical Distances for Evaluating Generative Models in Science. - Sebastian Bischoff 001; Alana Darcher; Michael Deistler; Richard Gao; Franziska Gerken; Manuel Glöckler; Lisa Haxel; Jaivardhan Kapoor; Janne K. Lappalainen; Jakob H. Macke; Guy Moss 001; Matthijs Pals; et al. (CoRR, 2024)

A Practical Guide to Sample-based Statistical Distances for Evaluating Generative Models in Science. - Sebastian Bischoff 001; Alana Darcher; Michael Deistler; Richard Gao; Franziska Gerken; Manuel Glöckler; Lisa Haxel; Jaivardhan Kapoor; Janne K. Lappalainen; Jakob H. Macke; Guy Moss 001; Matthijs Pals; et al. (Trans. Mach. Learn. Res., 2024)

Uncertainty mapping and probabilistic tractography using Simulation-based Inference in diffusion MRI: A comparison with classical Bayes. - J. P. Manzano-Patrón; Michael Deistler; Cornelius Schröder; Theodore Kypraios; Pedro J. Gonçalves; Jakob H. Macke; Stamatios N. Sotiropoulos (Medical Image Anal., 2025)

FNOPE: Simulation-based inference on function spaces with Fourier Neural Operators. - Guy Moss 001; Leah Sophie Muhle; Reinhard Drews; Jakob H. Macke; Cornelius Schröder (CoRR, 2025)

sbi reloaded: a toolkit for simulation-based inference workflows. - Jan Boelts; Michael Deistler; Manuel Glöckler; Álvaro Tejero-Cantero; Jan-Matthis Lueckmann; Guy Moss 001; Peter Steinbach; Thomas Moreau 001; Fabio Muratore; Julia Linhart; Conor Durkan; Julius Vetter; et al. (J. Open Source Softw., 2025)