Integrity report for Learning Through Noise: Why Subliminal Learning Works and When It Fails

A machine-verified record of the checks Pith has run against this paper: detector runs, findings, signed bundle events, and canonical identifiers.

arXiv:2605.23645 · pith:2026:IRCKLKJBD7T7V77LSUFNRTT3ER

0Critical

1Advisory

6Detectors run

2026-05-26Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

doi_title_agreement completed v1.0.0 · findings 0 · 2026-05-26 05:32:52.909993+00:00

doi_compliance completed v1.0.0 · findings 0 · 2026-05-26 05:21:50.832348+00:00

claim_evidence completed v1.0.0 · findings 0 · 2026-05-26 04:44:01.770607+00:00

citation_quote_validity completed v0.1.0 · findings 1 · 2026-05-25 09:50:38.647556+00:00

cited_work_retraction completed v1.0.0 · findings 0 · 2026-05-25 06:24:04.003889+00:00

ai_meta_artifact skipped v1.0.0 · findings 0 · 2026-05-25 02:35:04.863610+00:00

Findings

No public integrity findings for this paper.

Signed record

The machine-readable record for this paper lives at /pith/IRCKLKJB/integrity.json. Pith Number bundles also include signed pith.integrity.v1 events where a Pith Number exists.