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

XRISM constraints on the velocity power spectrum in the Coma cluster

D Eckert, M Markevitch, JA ZuHone… - arXiv preprint arXiv …, 2025 - arxiv.org

… Here we propose a simulation-based inference technique to retrieve the properties of the velocity power spectrum from X-ray micro-calorimeter data by generating …

Error Analysis of Triangular Optimal Transport Maps for Filtering

M Al-Jarrah, B Hosseini, N Jin, M Martino… - arXiv preprint arXiv …, 2025 - arxiv.org

… Along the way, we extend previous error analyses of Brenier maps to the case of conditional Brenier maps that arise in the context of simulation based inference. We then …

Simulation-based inference advances water quality mapping in shallow coral reef environments (dataset)

P Palola - Harvard Dataverse dataset, 2025 - ui.adsabs.harvard.edu

The dataset contains the following files: drone-measured reflectance over a brown coral sampling site (1 file), environmental parameters (chlorophyll-a, colored dissolved …

Deep learning for mass extinction detection on fossilized phylogenies power, limitations, and lessons for simulation-based phylodynamic inference

M Du, W Wang, J Tan, J Barido-Sottani - bioRxiv, 2025 - biorxiv.org

… is the use of machine learning for simulation-based inference to estimate parameters … A key lesson from our study for simulation-based inference is the critical importance …