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

Probing Galaxy Evolution and the Baryon Cycle via Novel Statistical Techniques and Instrumentation

I Pasha - 2025 - search.proquest.com

… This ability to produce realistic “sim- ulations” unlocks the use of simulation based inference as a technique for comparing ArtPop models to real images in a likelihood-free …

The Cosmological analysis of X-ray cluster surveys VII. Bypassing scaling relations with Lagrangian Deep Learning and Simulation-based inference

N Cerardi, M Pierre, F Lanusse, X Corap - arXiv preprint arXiv:2507.01820, 2025 - arxiv.org

… We now present the results of the simulation-based inference with the ResNet compressor and the NPE method. We recall that in the SBI steps, our models are trained and …

Neural simulation-based inference of the Higgs trilinear self-coupling via off-shell Higgs production

A Ghosh, M Griese, U Haisch, TH Park - arXiv preprint arXiv:2507.02032, 2025 - arxiv.org

… In this article, we design a hybrid neural simulation-based inference (NSBI) approach to construct a likelihood of the Higgs signal incorporating modifications from the …

A Real-Time Digital Twin for Type 1 Diabetes using Simulation-Based Inference

TD Hoang, A Bissoto, VV Naik, T Flühmann… - arXiv preprint arXiv …, 2025 - arxiv.org

… In this study, we propose a Simulation-Based Inference approach based on Neural Posterior Estimation to efficiently capture the complex relationships between meal …