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

PX Ma, KK Rogers, TS Li, R Hložek, J Webb… - arXiv preprint arXiv …, 2025 - arxiv.org

… 3 a schematic summary of the full pipeline from input simulations (§ 2.1) through the two different encoders that we consider to the final simulation-based inference step (§ …

O Savchenko, GF Abellán, F List, NA Montel… - arXiv preprint arXiv …, 2025 - arxiv.org

… We show how simulation-based inference (SBI) can be used to tackle this problem and to obtain data-constrained realisations of the primordial dark matter density field in …

GL Mailloux, P Bastide, JM Marin, A Estoup - arXiv preprint arXiv …, 2025 - arxiv.org

… fields, inferences about models with intractable likelihoods rely on simulation-based methods, such as Approximate Bayesian Computation and SimulationBased Inference…

A Widmark, KV Johnston - arXiv preprint arXiv:2501.13148, 2025 - arxiv.org

We develop a novel approach to performing precision inference on tidally perturbed dwarf galaxies. We use a Bayesian inference framework of implicit likelihood inference…