Integrity report for Learning from Failures: Correction-Oriented Policy Optimization with Verifiable Rewards

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

arXiv:2605.14539 · pith:2026:K23IIK52XR4XTZBXFHFTYLIWDJ

0Critical

0Advisory

5Detectors run

2026-05-26Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

ai_meta_artifact completed v1.0.0 · findings 0 · 2026-05-26 07:36:46.344498+00:00

cited_work_retraction completed v1.0.0 · findings 0 · 2026-05-25 20:23:44.449212+00:00

doi_title_agreement completed v1.0.0 · findings 0 · 2026-05-21 07:01:39.409448+00:00

doi_compliance completed v1.0.0 · findings 0 · 2026-05-21 05:56:33.164256+00:00

claim_evidence completed v1.0.0 · findings 0 · 2026-05-20 16:02:06.363916+00:00

Findings

No public integrity findings for this paper.

Signed record

The machine-readable record for this paper lives at /pith/K23IIK52XR4XTZBXFHFTYLIWDJ/integrity.json. Pith Number bundles also include signed pith.integrity.v1 events where a Pith Number exists.