Software

An initial list of SBI-related software packages

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.

… In this study we introduced viaABC, a simulation-based inference framework that uses contextual dependencies inherent in the data to estimate parameters of multivariate …

… It is difficult to validate the correct parameterization of the algorithm and it requires a full simulation-based inference procedure. This article shows how the parameters …

Biomolecules reorganize between alternative conformations to perform their functions. Mapping out all their different conformations is critical to understanding how they …