An initial list of SBI-related software packages

Submit your software

  • 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

T Gruner, B Belousov, F Muratore, D Palenicek… - arXiv preprint arXiv …, 2023 -

… Simulation-Based Inference (SBI) is a common name for an emerging family of approaches that infer the model parameters when the likelihood is intractable. Existing SBI …

C Cuesta-Lazaro, S Mishra-Sharma - arXiv preprint arXiv:2311.17141, 2023 -

… extended to enable a comprehensive analysis of cosmological data, circumventing limitations inherent to summary statistics- as well as neural simulation-based inference …

H Chen, J Speagle, KK Rogers - arXiv preprint arXiv:2311.16238, 2023 -

… We assess the performance of a simulation-based inference (SBI) method to infer the neutral fraction of the universe from quasar spectra. The SBI method adeptly exploits …

S Dymchenko, B Raffin - MLPS 2023-Machine Learning and the …, 2023 -

… This includes Physics Informed Neural Networks (PINNs), simulation-based inference, deep surrogates and deep reinforcement learning. An adaptive process observes …