Flexible statistical inference for mechanistic models of neural dynamics. - Jan-Matthis Lueckmann; Pedro J. Gonçalves; Giacomo Bassetto; Kaan Öcal; Marcel Nonnenmacher; Jakob H. Macke (NIPS, 2017)

sbi: A toolkit for simulation-based inference. - Álvaro Tejero-Cantero; Jan Boelts; Michael Deistler; Jan-Matthis Lueckmann; Conor Durkan; Pedro J. Gonçalves; David S. Greenberg; Jakob H. Macke (J. Open Source Softw., 2020)

Benchmarking Simulation-Based Inference. - Jan-Matthis Lueckmann; Jan Boelts; David S. Greenberg; Pedro J. Gonçalves; Jakob H. Macke (AISTATS, 2021)

Integration of sleep homeostasis and navigation in Drosophila. - Andrés Flores Valle; Pedro J. Gonçalves; Johannes D. Seelig (PLoS Comput. Biol., 2021)

GATSBI: Generative Adversarial Training for Simulation-Based Inference. - Poornima Ramesh; Jan-Matthis Lueckmann; Jan Boelts; Álvaro Tejero-Cantero; David S. Greenberg; Pedro J. Gonçalves; Jakob H. Macke (ICLR, 2022)

Truncated proposals for scalable and hassle-free simulation-based inference. - Michael Deistler; Pedro J. Gonçalves; Jakob H. Macke (NeurIPS, 2022)

Meta-learning families of plasticity rules in recurrent spiking networks using simulation-based inference. - Basile Confavreux; Poornima Ramesh; Pedro J. Gonçalves; Jakob H. Macke; Tim P. Vogels (NeurIPS, 2023)

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)

Multifidelity Simulation-based Inference for Computationally Expensive Simulators. - Anastasia N. Krouglova; Hayden R. Johnson; Basile Confavreux; Michael Deistler; Pedro J. Gonçalves (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)