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.

Latest Posts

Bayesian model calibration for wetting processes via simulation-based inference and measure transport

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 …

Sequential simulation-based inference for gravitational wave signals

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 …

A transport approach to sequential simulation-based inference

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

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

Scalable inference with Autoregressive Neural Ratio Estimation

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

… 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 …