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

K Karchev, M Grayling, BM Boyd… - Monthly Notices of …, 2024 -

… By utilising truncated marginal neural ratio estimation (TMNRE), a neural network-enabled simulation-based inference technique, we implicitly marginalise over 4000 …

E Massara, CH Hahn, M Eickenberg, S Ho… - arXiv preprint arXiv …, 2024 -

… In this work we make use of SimBIG, a forward modeling framework for galaxy clustering analyses, and perform simulation-based inference using normalizing flows to infer …

A Ben Abdessalem - International Conference of Steel and Composite for …, 2024 - Springer

… The performance and the robustness of the simulation-based inference procedure in structural dynamics are demonstrated through two numerical studies using modal data…

AP Gahlot, H Li, Z Yin, R Orozco… - arXiv preprint arXiv …, 2024 -

… incorporate real-time data and advanced generative Artificial Intelligence (genAI) techniques, including neural posterior density estimation via simulation-based inference …