STALE: OUR MEASUREMENT

Our published benchmark result was measured with v0.41.2, 5 releases ago, past this project's own 2-release window, and the newest real-model measurement, dated 2026-09-18, is past this project's own 7-day window. That is our own number, not your assessment, which runs against your policy on the current release. Why, and what unblocks it

ProvaelGitHub, star the repositoryQuickstart
CITE THIS WORK

How to cite Provael

Copy the BibTeX below: it cites release 0.46.0. The numbers on /results and /leaderboard were measured with provael 0.41.2, so when you quote one, name that version as well. Every version involved is listed further down.

Apache-2.0DOI 10.5281/zenodo.21984184

BibTeX

bibtex
@software{jain_provael_2026,
  author  = {Jain, Sattyam},
  title   = {Provael: red-teaming Vision-Language-Action robot policies in simulation},
  version = {0.46.0},
  year    = {2026},
  url     = {https://github.com/provael/provael},
  doi     = {10.5281/zenodo.21984184},
  license = {Apache-2.0}
}

Rendered from the same fields as CITATION.cff, so the two cannot drift into different versions. Released 2026-10-21.

DOI

10.5281/zenodo.21984184

A concept DOI: it resolves to the newest archived release (checked 4 October 2026). Releases before v0.34.0 are not archived, so they cannot be cited this way.

The version you cite is not the version that produced the numbers

They differ today, and they will differ again after any release that ships before the evidence manifest is re-pinned. Quoting the newest release beside figures measured at an older commit is fine, as long as you say which is which. Every release and what changed in it is on the changelog.

Cite this release
0.46.0, released
Numbers on /results and /leaderboard were measured with
provael 0.41.2, run of 14 September 2026 (results/smolvla_libero_object_suite_2026-09-14)
The evidence manifest carrying them is pinned at
v0.46.0, commit 29405ab — the assembly, not the measurement
Evidence manifest last reviewed against the product artifact

Every public figure on this site derives from that pinned manifest at build time. See the measured result, the leaderboard and verification.

CITATION.cff

GitHub turns this file into the “Cite this repository” button on the repository page.

CITATION.cff on GitHubraw file (Citation File Format)

Citing the Embodied AI Security Top 10 separately

The Embodied AI Security Top 10, version 0.2 (2026), docs/top10.md. Licensed CC-BY-SA-4.0, not Apache-2.0 like the software. Its categories change through the open RFC, one version at a time, so cite the version you read.

It is a community-draft taxonomy with expert-elicited ranking, and is not affiliated with or endorsed by the OWASP Foundation or MITRE.