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

G-Sim Generative Simulations with Large Language Models and Gradient-Free Calibration

S Holt, MR Luyten, A Berthon… - arXiv preprint arXiv …, 2025 - arxiv.org

… are both likelihood-free and gradient-free with respect to the simulator, such as gradient-free optimization for direct parameter estimation or simulation-based inference for …

An Integrated In Vitro Platform and Biophysical Modeling Approach for Studying Synaptic Transmission in Isolated Neuronal Pairs

G Amos, V Vasiliauskaitė, J Duru, MLA Saramago… - bioRxiv, 2025 - biorxiv.org

… We coupled this platform with a biophysical Hodgkin-Huxley model and simulation-based inference to extract mechanistic parameters from electrophysiological data. The …

Simulation-based inference with neural posterior estimation applied to X-ray spectral fitting II -- High-resolution spectroscopy with the X-ray Integral Field Unit

S Dupourqué, D Barret - arXiv preprint arXiv:2506.05911, 2025 - arxiv.org

… In tpaper,aper we demonstrate the feasibility of simulation-based inference for high-resolution X-ray spectroscopy. Simulationbased inference relies on neural networks …