# The frontier of simulation-based inference

*Source* · `src-cranmer-2020-sbi-frontier` · status: **n/a**

| field | value |
|---|---|
| kind | Peer-reviewed paper |
| authors | Kyle Cranmer, Johann Brehmer, Gilles Louppe |
| venue | PNAS 117(48) |
| date | 2019-11-04 |
| url | https://arxiv.org/abs/1911.01429 |
| arxiv | 1911.01429 |
| accessed | 2026-10-24 |
| notes | Review of likelihood-free inference for simulators with intractable likelihoods, including neural posterior, likelihood and ratio estimation. |

## Backlinks (computed)

**cited by:** [Simulation-based inference for calibrating simulators](../technique/simulation-based-inference.md)

## Citation

Kyle Cranmer, Johann Brehmer, Gilles Louppe (2019-11-04). *The frontier of simulation-based inference*. PNAS 117(48) https://arxiv.org/abs/1911.01429

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Provenance: created in run `2026-10-24-techniques-sim-math`.