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Citation

The software carries a CITATION.cff, which GitHub renders as Cite this repository.

v0.2.0 is the current release, archived with its own DOI. Cite the concept DOI:

Chernov, A. (2026). Agentic Dataset Reference Implementation and
Conformance Suite (v0.2.0) [Computer software]. Zenodo.
https://doi.org/10.5281/zenodo.22536342
DOI
Concept — always resolves to the newest version. Cite this.10.5281/zenodo.22536342
Version — v0.2.0 specifically, for reproducibility10.5281/zenodo.23005806
Version — v0.1.010.5281/zenodo.22536343

ORCID: 0009-0007-3198-2712

The archive carries four licences and the DOI record names all four. No single identifier describes this release, so LICENSE.md inside the archive stays authoritative for which licence covers which file. The record says which licences apply; only that file says to what.

Citing an assertion

The identifiers AD-001 … AD-015 are stable and may be referred to freely. Cite the assertion, not a line number:

…refuses on an unregistered capability (AD-006) and records the refusal (AD-010).

Citing the metric

Authorized Recall@K is defined in its own package, which has no dependency on this architecture. If you use the metric without adopting the control plane, cite the package rather than the reference implementation.

Papers

Three conference papers argue the model. Two are now in published proceedings and carry DOIs; cite those rather than this repository when citing the argument. The third is accepted and awaiting its proceedings.

VenueTitleDOI
IEEE CCECE 2026Agentic Datasets as an Engineering Control Plane10.1109/CCECE68150.2026.11610344 · pp. 326–332
IEEE BigDataService 2026Agentic Data Services: A Control-Plane Architecture for Adaptive Data Workflows10.1109/BigDataService70481.2026.00025 · pp. 125–129
IEEE EMBC 2026Dataset Descriptors for Autonomous and Observable Biomedical Data Pipelinesaccepted; not yet in proceedings

Verified against Crossref on 2026-09-27. The EMBC entry is the one that will go stale next, and it will do so silently — nothing here fails when a paper appears.

Nothing in this repository depends on them: the assertions, the vectors and the measurements are reproducible from a clone.