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

D Barret, S Dupourqué - arXiv preprint arXiv:2512.16709, 2025 - arxiv.org

1 day ago - … We successfully applied simulation-based inference with neural posterior estimation … As part of these earlier studies, we released SIXSA (Simulation-based Inference for X-…

AJ Duivenvoorden, K Surrao, AE Bayer… - arXiv preprint arXiv …, 2025 - arxiv.org

1 day ago - … Our method uses simulation-based inference combined with the needlet internal linear combination (NILC) algorithm and cross-correlation-based statistics to compress …

DDNB Mohottalalage - 2025 - search.proquest.com

… To address this, we employ simulation-based inference (SBI), a likelihood-free approach that leverages simulations to estimate posterior distributions. Specifically, we use …

K Lehman, S Krippendorf, J Weller… - Journal of Cosmology …, 2025 - iopscience.iop.org

… Using simulation based inference (SBI) with automatic data-compression, we learn summary statistics for galaxy catalogs in the context of cosmological parameter …