Integrity report for Equilibrium Reasoners: Learning Attractors Enables Scalable Reasoning

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

arXiv:2605.21488 · pith:2026:TLPOOVCSXGDAIOH4I3GZI7V3SB

2Critical

2Advisory

8Detectors run

2026-06-05Last checked

Paper page arXiv integrity.json bundle.json

Detector runs

doi_title_agreement completed v1.0.0 · findings 0 · 2026-06-05 11:36:10.947453+00:00

doi_compliance completed v1.0.0 · findings 0 · 2026-05-31 11:19:44.432248+00:00

ai_meta_artifact completed v1.0.0 · findings 0 · 2026-05-28 03:34:28.918672+00:00

claim_evidence completed v1.0.0 · findings 0 · 2026-05-26 09:24:06.016105+00:00

external_links completed v1.0.0 · findings 2 · 2026-05-21 17:31:36.959981+00:00

shingle_duplication completed v0.1.0 · findings 0 · 2026-05-21 05:49:56.862802+00:00

citation_quote_validity skipped v0.1.0 · findings 0 · 2026-05-21 03:49:49.733765+00:00

cited_work_retraction completed v1.0.0 · findings 0 · 2026-05-21 02:22:11.657310+00:00

Findings

No public integrity findings for this paper.

Signed record

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