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

The dynamical memory of tidal stellar streams Joint inference of the Galactic potential and the progenitor of GD-1 with flow matching

G Viterbo, T Buck - arXiv preprint arXiv:2512.04600, 2025 - arxiv.org

1 day ago - … In this work, we introduce a framework that leverages Flow Matching and Simulation-Based Inference (SBI) to jointly infer the parameters of the GD-1 progenitor and the …

Simulation-Based Inference of Ginzburg--Landau Parameters in Type--1.5 Superconductors

JS Kao - arXiv preprint arXiv:2512.02411, 2025 - arxiv.org

… We address this challenge by combining a differentiable TDGL solver with simulation-based inference (SBI). Our approach treats the solver as a stochastic forward model …

Simulation and inference methods for non-Markovian stochastic biochemical reaction networks

TP Steele, DJ Warne - arXiv preprint arXiv:2512.02478, 2025 - arxiv.org

… Due to the likelihood intractability, we rely on so-called likelihood-free inference methods, also known as simulation-based inference. These methods rely on large …

Assessment of Simulation-based Inference Methods for Stochastic Compartmental Models

V Wieland, N Wassmuth, L Contento, M Kühn… - arXiv preprint arXiv …, 2025 - arxiv.org

… Additionally, as these methods require massive numbers of simulations, more recent machine learning approaches have been adapted for simulation-based inference …