Variational Flow-Based Inference for Rare Events and Large Deviations


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Documentation for package ‘rareflow’ version 0.1.0

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ELBOflow Evidence Lower Bound (ELBO) for Flow-Based Variational Inference
fitflowvariational Fit a Flow-Based Variational Posterior for Sanov Inference
fitflow_FW Fit Flow Using Freidlin-Wentzell Quasi-Potential
fitflow_girsanov Fit Flow with Girsanov-Tilted Likelihood
Freidlin_Wentzell_action Freidlin-Wentzell Action Functional
FW_quasipotential Freidlin-Wentzell Quasi-Potential via Path Minimization
girsanov_logratio Girsanov Log-Ratio for Drift-Tilted Diffusions
KLdiv Kullback–Leibler Divergence
mafflowmodel Masked Autoregressive Flow (MAF)
makebiolik Biological Two-Separator Likelihood
makeflow Flow Factory
makeneurolik Neural Two-Separator Likelihood
planarflowmodel Planar Normalizing Flow (1D)
radialflowmodel Radial Normalizing Flow (1D)
sanovprob Sanov Probability Bound
splinepwlinflowmodel Piecewise-Linear Spline Flow (Monotone)