Integrity report for Whispers in the Noise: Surrogate-Guided Concept Awakening via a Multi-Agent Framework

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

arXiv:2605.18150 · pith:2026:JWSJFKXHUTDERMMWIHZRNT4CY4

0Critical

0Advisory

5Detectors run

2026-05-24Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

doi_title_agreement completed v1.0.0 · findings 0 · 2026-05-24 11:02:31.131429+00:00

claim_evidence completed v1.0.0 · findings 0 · 2026-05-24 09:03:21.801289+00:00

doi_compliance completed v1.0.0 · findings 0 · 2026-05-23 11:07:58.809572+00:00

cited_work_retraction completed v1.0.0 · findings 0 · 2026-05-23 01:53:05.155645+00:00

ai_meta_artifact skipped v1.0.0 · findings 0 · 2026-05-19 23:33:35.373118+00:00

Findings

No public integrity findings for this paper.

Signed record

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