Software

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

CF Ekweozoh, I Mustapha, P Ndik, B Kefas… - GSJ, 2026 - researchgate.net

… an innovative neural simulation-based inference approach … the ability of neural simulation-based inference methods in … of neural simulation-based inference with traditional …

W Qin, Y Xie, P Wang, CJ Chou, M Du, P Xu… - arXiv preprint arXiv …, 2026 - arxiv.org

… We evaluate on the Simulation-Based Inference Benchmark (SBIBM), implemented … It provides a standardized suite of 10 simulation-based inference tasks spanning …

SD Carter - 2026 - search.proquest.com

… Building on this, we next model resting-state fMRI connectivity as coupled Ornstein-Uhlenbeck processes and use simulation- based inference to obtain full posterior …

A Lotlikar, IC Tanoh, P Vasireddy… - arXiv preprint arXiv …, 2026 - arxiv.org

… differentiable biophysical simulation and simulationbased inference, unlocking a wide … and simulation-based inference, which share a common feature extraction step. …