Software

An initial list of SBI-related software packages

Submit your software

  • 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

S Pandey, C Modi, BD Wandelt, DJ Bartlett, AE Bayer… - Physical Review D, 2025 - APS

… these mock catalogs for cosmological inference using redshift-space galaxy power spectrum, bispectrum, and wavelet-based statistics using simulation-based inference, …

MH Kanafi, SMS Movahed - arXiv preprint arXiv:2511.03636, 2025 - arxiv.org

In this work, we perform a simulation-based forecasting analysis to compare the constraining power of two higher-order summary statistics of the large-scale structure (LSS)…

H Motallebzadeh, M Deistler, FM Schönleitner… - Scientific Reports, 2025 - nature.com

… This section outlines the pipeline for the simulation-based inference (SBI) methodology, followed by a detailed description of the experimental procedures used to obtain …

D González-Hernández, M Wolfson… - arXiv preprint arXiv …, 2025 - arxiv.org

… To provide a simple comparison against an alternative simulation-based inference (SBI) method, we also train a Neural Posterior Estimation (NPE) algorithm. In NPE, a …