Research and technical references
Borji — Note on Shumailov et al. (arXiv, October 2024)
Claim
Ali Borji, “A Note on Shumailov et al. (2024): AI Models Collapse When Trained on Recursively Generated Data,” arXiv:2410.12954 [cs.LG], October 2024. Argues that model collapse is “a statistical phenomenon and may be unavoidable” any time you repeatedly fit a pattern to data and then draw new samples from it.
Sources
- arXiv:2410.12954 ↗
Referenced in
- Framework §2
- AI-SAF-N Data pillar
- Refining §3.1