Construct · 1 fields · 1 citations

generative model collapse: a standalone construct

One name. One construct. A landmark on the map.

● anchor · a standalone construct Nearest construct by meaning·not indexed

A single standalone construct; nearby constructs are located against it in the Collider. Tap a field for its definition, unit, and measures.

Machine learning

degenerative loss of distribution tails and diversity when generative models are trained on data produced by earlier generations of models.

In machine learning, generative model collapse refers to degenerative loss of distribution tails and diversity when generative models are trained on data produced by earlier generations of models. This meaning comes from Shumailov (2024) in Nature.[1]

Unit
Recovery means
Measured by

Run it through the Collider, or take the citations with you.

See how generative model collapse sits against neighbouring constructs in the Collider, or export every reference on this page in one click.

Open in Collider Export BibTeX Report this entry

Nearby constructs

collapse4 fields · 5 citationsjingle · one word, four constructs distribution2 fields · 2 citationsjingle · one word, two constructs diversity3 fields · 3 citationsjingle · one word, three constructs

References

Shumailov, I., Shumaylov, Z., Zhao, Y., Papernot, N., Anderson, R., & Gal, Y. (2024). AI models collapse when trained on recursively generated data. Nature, 631(8022), 755-759. https://doi.org/10.1038/s41586-024-07566-y

Cited on this page?

Confirm your construct, or correct us.

If your work is cited behind one of these entries, you know better than we do whether we captured the meaning right. Confirm it, suggest an edit, or dispute it, and your name goes on the entry as an author who has checked it, linked to your ORCID.

Claim your construct