Software

An initial list of SBI-related software packages

SBI (python) - general purpose SBI framework
SBI Benchmarking (python) - for benchmarking
MadMiner - aimed at particle physics
swyft (python) the reference implementation of Truncated Marginal Neural Ratio Estimation (TMNRE), an efficient, simulation-based inference technique for complex data and expensive simulators
carl an early NN-based SBI package
lampe (python) is a flexible, amortized sbi library. The philosophy of LAMPE is to avoid obfuscation and expose all components so it is most useful for researchers.
pydelfi (python) with neural density estimators and adaptive acquisition of simulations.

Latest Posts

Towards the Virtual Amyotrophic Lateral Sclerosis Patient Inferring Cortical Excitability through Whole-Brain Dynamical Modeling

M Angiolelli, M Demuru, ET Lopez, M Hashemi… - medRxiv, 2026 - medrxiv.org

… We then applied a simulation-based inference framework to estimate latent excitability parameters directly from empirical observations. Whole-brain model inversion …

HSSM A Widely Applicable Toolbox for Hierarchical Bayesian Neuro-cognitive Modeling

A Fengler, Y Xu, K Bera, C Paniagua, A Omar… - bioRxiv, 2026 - biorxiv.org

… Naturally 14 leveraging simulation-based inference via likelihood surrogates, HSSM enables … (We note that there also exist simulation-based inference methods for directly …

Dark Energy Survey Year 3 results optimized $w$CDM simulation-based inference with weak lensing map-level hybrid statistics

J Williamson, TL Makinen, N Porqueres… - arXiv preprint arXiv …, 2026 - arxiv.org

… We review simulation-based inference (SBI) and neural density estimation in Section 2, describing the framework of SBI and neural density estimation. In Section 3 we …

Amortized Simulation-Based Inference of Colliding-Wind Binaries from Short, Noisy Image Time Series

N Knöll, T Buck, L Branca, G Viterbo - arXiv preprint arXiv:2606.10762, 2026 - arxiv.org

… with a neural spline flow conditioned on these spatio-temporal embeddings of 10-frame Hα photon-count time series, we present a complete simulation-based inference …