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

Measurement of off-shell Higgs boson production in the H*→ZZ→ 4l decay channel using a neural simulation-based inference technique in 13 TeV pp collisions with …

A Collaboration - Reports on Progress in Physics, 2025 - iopscience.iop.org

… The data analysis is performed using a neural simulation-based inference method, which builds per-event likelihood ratios using neural networks. The observed (expected…

Reducing Calls to the Simulator in Simulation Based Inference (SBI)

D Refaeli, M Marcus-Kalish, DM Steinberg - arXiv preprint arXiv …, 2025 - arxiv.org

… Simulation-based inference (SBI) is employed to estimate parameters θ when we have a generating model with built-in randomness, but are unable to write down a …

Simulation-based inference for stochastic nonlinear mixed-effects models with applications in systems biology

H Häggström, S Persson, M Cvijovic… - arXiv preprint arXiv …, 2025 - arxiv.org

The analysis of data from multiple experiments, such as observations of several individuals, is commonly approached using mixed-effects models, which account for …

Cryo-em images are intrinsically low dimensional

L Evans, OV Murad, L Dingeldein, P Cossio… - arXiv preprint arXiv …, 2025 - arxiv.org

… Simulation-based inference provides a powerful framework for cryo-electron microscopy, employing neural networks in methods like CryoSBI to infer biomolecular …