An initial list of SBI-related software packages

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  • 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

X Du, J Crodelle, VJ Barranca, S Li, Y Shi, S Gao… - bioRxiv, 2024 -

… To determine the free parameters of the model, we develop a simulation-based inference method with parallel sampling that aligns the model with the muscle cells’ …

D Lanzieri, J Zeghal, TL Makinen, A Boucaud… - arXiv preprint arXiv …, 2024 -

… case at the cost of requiring a Simulation-Based Inference approach. In both cases, … , at fixed neural architecture and Simulation-Based Inference pipeline. To achieve this, …

MA Ramirez-Sierra, TR Sokolowski - arXiv preprint arXiv:2407.10938, 2024 -

… Recently, modern deep-learning techniques have been integrated with simulation-based inference, creating an exciting new approach for estimating parameters of such …

M Hashemi, A Ziaeemehr, MM Woodman… - Machine Learning …, 2024 -

… Simulation-based inference 207 The key challenge to perform an efficient Bayesian … Simulation-based Inference (SBI) 216 or likelihood-free inference performs efficient …