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

G Kim, T Matsubara - Applied Intelligence, 2025 - Springer

… Simulation-Based Inference (SBI) tackles this issue using simulation-driven … In this work, we present Active Simulation-Based Inference (ASBI), a parameter estimation …

D Gebauer, A Halder, S Seitz… - arXiv preprint arXiv …, 2025 - arxiv.org

… We present SBi3PCF, a simulation-based inference (SBI) framework for analysing a higher-order weak lensing statistic, the integrated 3-point correlation function (i3PCF). …

Y Yang, S Rissanen, PE Chang, N Loka… - arXiv preprint arXiv …, 2025 - arxiv.org

… Simulation-based inference (SBI) has become a key tool across scientific disciplines, enabling Bayesian inference for complex systems where the likelihood function p(x θ…

YS Ting - arXiv preprint arXiv:2510.10713, 2025 - arxiv.org

… Simulation-based inference and anomaly detection extract information from complex, non-Gaussian distributions where analytical likelihoods fail, enabling field-level …