Citation notice #1003 · 2026-07-11 03:18:53.715838+00:00

Mutation Without Variation: Convergence Dynamics in LLM-Driven Program Evolution

Correction Crossref Open

cites AI models collapse when trained on recursively generated data.Nature, 631:755–759, 2024, which carries a correction notice dated 2025-03-21. One-hop deterministic notice: the citation edge exists in the Pith bibliography graph; no model judged whether the citation was load-bearing.

This is not a judgment on the citing paper.

Citing paper Event page Original DOI Notice DOI File a formal challenge All reference changes

01Evidence

Raw extraction · bibliography line · bibliography index 40

Ilia Shumailov, Zakhar Shumaylov, Yiren Zhao, Nicolas Papernot, Ross Anderson, and Yarin Gal. 2024. AI models collapse when trained on recursively generated data.Nature631, 8022 (01 Jul 2024), 755–759. doi:10.1038/s41586-024-07566-y Gurkan et al

02Event

Type: Correction
Source: Crossref
Original DOI: 10.1038/s41586-024-07566-y
Notice DOI: 10.1038/s41586-025-08905-3
Date: 2025-03-21
Title: Author Correction: AI models collapse when trained on recursively generated data
Reasons: ['Correction']
Work: AI models collapse when trained on recursively generated data.Nature, 631:755–759, 2024 (2024) Nature

Schema constants (for re-runners): correction · crossref

03Dispute this notice

If this citation does not depend on the flagged claim, or the event is wrong, say so. Disputes are public. For a signed challenge against the paper itself, use the formal challenge form.