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

H Bonart, Y Marzouk, S Hardt - Bulletin of the American Physical Society, 2023 - APS

APS -76th Annual Meeting of the Division of Fluid Dynamics - Event - Bayesian model calibration for wetting processes via simulation-based inference and …

U Bhardwaj, J Alvey, BK Miller, S Nissanke, C Weniger - Physical Review D, 2023 - APS

… With these challenges in mind, we develop PEREGRINE, a new sequential simulation-based inference approach designed to study broad classes of gravitational wave …

PB Rubio, Y Marzouk, M Parno - arXiv preprint arXiv:2308.13940, 2023 -

… easy to obtain), Simulation-Based Inference (SBI) methods … Simulation-based inference involves generating artificial … than ABC for simulation-based inference, especially …

NA Montel, J Alvey, C Weniger - arXiv preprint arXiv:2308.08597, 2023 -

… In recent years, there has been a remarkable development of simulation-based inference (SBI) algorithms, and they have now been applied across a wide range of …