Package: neuralsbi
Title: Neural Simulation-Based Inference
Version: 0.6.83
Authors@R: 
    person("Pedro", "Nascimento de Lima", email = "plima@rand.org",
           role = c("aut", "cre"), comment = c(ORCID = "0000-0001-9057-198X"))
Description: A native R implementation of neural simulation-based
        inference (SBI) methods. Given a prior over parameters and a
        simulator, 'neuralsbi' trains a conditional neural density
        estimator for likelihood-free Bayesian inference: Neural
        Posterior Estimation approximates the posterior directly and
        samples it in a forward pass, Neural Likelihood Estimation
        learns a surrogate likelihood that is sampled with MCMC,
        handles repeated independent observations, and can be exported
        as 'Stan' code for use inside a larger model, and Neural Ratio
        Estimation trains a classifier for the likelihood-to-evidence
        ratio instead of either density. Neural estimators run on the
        'torch' back end. This package is developed for applied
        researchers who want an R-native approachable SBI interface
        with sensible defaults and built-in posterior diagnostics.
License: MIT + file LICENSE
Encoding: UTF-8
Roxygen: list(markdown = TRUE)
Depends: R (>= 4.1.0)
Imports: parallel, stats, utils
Suggests: torch (>= 0.11.0), cmdstanr (>= 0.7.0), rstan (>= 2.26.0),
        posterior (>= 1.4.0), ggplot2 (>= 3.4.0), GGally (>= 2.2.0),
        ggdensity, future (>= 1.30.0), progressr (>= 0.11.0), cli,
        rlang, testthat (>= 3.0.0), withr, knitr, rmarkdown, svglite,
        ragg, covr
Additional_repositories: https://mc-stan.org/r-packages/
Config/testthat/edition: 3
Config/Needs/coverage: covr
VignetteBuilder: knitr
URL: https://neuralsbi.pedrodelima.com/,
        https://github.com/pedroliman/neuralsbi
BugReports: https://github.com/pedroliman/neuralsbi/issues
Config/roxygen2/version: 8.1.0
Repository: https://pedroliman.r-universe.dev
Date/Publication: 2026-10-10 05:58:52 UTC
RemoteUrl: https://github.com/pedroliman/neuralsbi
RemoteRef: HEAD
RemoteSha: 48817e3e98c089337dccea58f6612fcf5e64d10b
NeedsCompilation: no
Packaged: 2026-10-10 07:35:41 UTC; root
Author: Pedro Nascimento de Lima [aut, cre] (ORCID:
    <https://orcid.org/0000-0001-9057-198X>)
Maintainer: Pedro Nascimento de Lima <plima@rand.org>