diff --git a/docs/sbi_toolbox.pdf b/docs/sbi_toolbox.pdf new file mode 100644 index 000000000..e25280308 Binary files /dev/null and b/docs/sbi_toolbox.pdf differ diff --git a/docs/sbi_toolbox.png b/docs/sbi_toolbox.png new file mode 100644 index 000000000..0c0e6f750 Binary files /dev/null and b/docs/sbi_toolbox.png differ diff --git a/docs/sbi_toolbox.svg b/docs/sbi_toolbox.svg new file mode 100644 index 000000000..879a24673 --- /dev/null +++ b/docs/sbi_toolbox.svg @@ -0,0 +1,1048 @@ + + + + + + + + + + + + + + + + + + Simulator & prior + Neural networks + Method classes + Training + Sampling + Diagnostics + Analysis + Combine independent priors + + + + Use pre-simulated data or... + ...use utilities for parallel simulation + + (Continuous) Normalizing flows + + + + Score-matching + Flow-matching + Preconfigured training loop with good defaults or... + + + ...complete access to the training loop for full flexibility + MCMC (with +parallel chains across data) + + + Variational inference + Simulation-based calibration (SBC) + + + + Expected +coverage + TARP + Marginal plot + + + + Conditional plot + Sensitivity analysis + + Pre-configured or customizable +embedding +networks + + Rejection +sampling + + Importance +sampling & SIR + + Local C2ST + Neural Posterior Estimation (NPE) + + Neural Likelihood Estimation (NLE) + + Neural Ratio Estimation (NRE) + + Amortized and sequential versions +of all algorithms + + Build truncated +priors + + + + + + + + + + +