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

K Somnath, R Herbei - Journal of Statistical Computation and …, 2026 - Taylor & Francis

… The algorithms provide a practical and rigorous foundation for exact sampling of path extrema and are directly applicable to simulation-based inference, rare event analysis…

A Ruzza, G Lodato, G Rosotti, P Armitage… - The Astrophysical …, 2026 - iopscience.iop.org

… We analyze the observed dust morphologies with the simulation-based inference tool DBNets2.0, assuming these are due to embedded planets at fixed locations, to infer …

JP Woodward, J Villarreal, JM Hardin… - arXiv preprint arXiv …, 2026 - arxiv.org

… This paper is the third in a series aimed at reducing computational cost by developing a Simulation-Based Inference (SBI) framework for global fits. Previous papers …

C Dahms, P Momigliano - bioRxiv, 2026 - biorxiv.org

… Our results demonstrate how integrating simulation-based inference with chromosome-specific diversity resolves complex metapopulation histories and reveal how sex-…