Adversarial dynamical systems characterize when data-driven learning succeeds or fails.

Colbrook MJ, Mezić I, Stepanenko A

Open source

DOI: 10.1038/s41467-026-74220-8
Published: 2026 Jul 14
Container: Nature communications
Publisher: Not recorded
Open access: yes

Credibility signals

uncertain Score 53/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
supportingDirectory of Open Access Journals: A matching record was returned by DOAJ. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1038/s41467-026-74220-8,
  title = {Adversarial dynamical systems characterize when data-driven learning succeeds or fails.},
  author = {Colbrook MJ and Mezić I and Stepanenko A},
  year = {2026},
  journal = {Nature communications},
  doi = {10.1038/s41467-026-74220-8},
  url = {https://doi.org/10.1038/s41467-026-74220-8}
}

RIS

TY  - JOUR
TI  - Adversarial dynamical systems characterize when data-driven learning succeeds or fails.
AU  - Colbrook MJ
AU  - Mezić I
AU  - Stepanenko A
PY  - 2026
JO  - Nature communications
DO  - 10.1038/s41467-026-74220-8
UR  - https://doi.org/10.1038/s41467-026-74220-8
ER  -

APA

MJ, C., I, M., & A, S. (2026). Adversarial dynamical systems characterize when data-driven learning succeeds or fails.. Nature communications. https://doi.org/10.1038/s41467-026-74220-8

Source records

pubmed · retrieved 2026-09-26T00:41:57.316Z
europe-pmc · retrieved 2026-09-26T00:41:57.356Z
doaj · retrieved 2026-09-26T00:41:57.346Z