Model collapse (English Wikipedia)

Analysis of information sources in references of the Wikipedia article "Model collapse" in English language version.

refsWebsite
Global rank English rank
69th place
59th place
2nd place
2nd place
3,700th place
2,360th place
4th place
4th place
616th place
430th place
1,716th place
973rd place
2,526th place
1,796th place
low place
low place
481st place
508th place
782nd place
585th place
2,976th place
1,939th place
18th place
17th place
5th place
5th place
1,185th place
840th place
low place
low place
140th place
115th place
low place
low place
621st place
380th place
895th place
692nd place
low place
low place
low place
low place

acm.org (Global: 1,185th place; English: 840th place)

dl.acm.org

aimagazine.com (Global: low place; English: low place)

arxiv.org (Global: 69th place; English: 59th place)

  • Alemohammad, Sina; Casco-Rodriguez, Josue; Luzi, Lorenzo; Ahmed Imtiaz Humayun; Babaei, Hossein; LeJeune, Daniel; Siahkoohi, Ali; Baraniuk, Richard G. (2023). "Self-Consuming Generative Models Go MAD". arXiv:2307.01850 [cs.LG].
  • Wyllie, Sierra; Shumailov, Ilia; Papernot, Nicolas (2024-06-05). "Fairness Feedback Loops: Training on Synthetic Data Amplifies Bias". The 2024 ACM Conference on Fairness, Accountability, and Transparency. FAccT '24. New York, NY, USA: Association for Computing Machinery. pp. 2113–2147. arXiv:2403.07857. doi:10.1145/3630106.3659029. ISBN 979-8-4007-0450-5.
  • Shumailov, Ilia; Shumaylov, Zakhar; Zhao, Yiren; Gal, Yarin; Papernot, Nicolas; Anderson, Ross (2023-05-31). "The Curse of Recursion: Training on Generated Data Makes Models Forget". arXiv:2305.17493 [cs.LG].
  • Alemohammad, Sina; Casco-Rodriguez, Josue; Luzi, Lorenzo; Humayun, Ahmed Imtiaz; Babaei, Hossein; LeJeune, Daniel; Siahkoohi, Ali; Baraniuk, Richard G. (July 4, 2023). "Self-Consuming Generative Models Go MAD". arXiv:2307.01850 [cs.LG].
  • Gerstgrasser, Matthias; Schaeffer, Rylan; Dey, Apratim; Rafailov, Rafael; Sleight, Henry; Hughes, John; Korbak, Tomasz; Agrawal, Rajashree; Pai, Dhruv; Gromov, Andrey; Roberts, Daniel A.; Yang, Diyi; Donoho, David L.; Koyejo, Sanmi (2024-04-01). "Is Model Collapse Inevitable? Breaking the Curse of Recursion by Accumulating Real and Synthetic Data". arXiv:2404.01413 [cs.LG].
  • Borji, Ali (2024-10-16). "A Note on Shumailov et al. (2024): "AI Models Collapse When Trained on Recursively Generated Data"". arXiv:2410.12954 [cs.LG].
  • Dohmatob, Elvis; Feng, Yunzhen; Kempe, Julia (2024-02-12). "Model Collapse Demystified: The Case of Regression". arXiv:2402.07712 [cs.LG].
  • Dohmatob, Elvis; Feng, Yunzhen; Yang, Pu; Charton, Francois; Kempe, Julia (2024-02-10). "A Tale of Tails: Model Collapse as a Change of Scaling Laws". arXiv:2402.07043 [cs.LG].
  • Seddik, Mohamed El Amine; Chen, Suei-Wen; Hayou, Soufiane; Youssef, Pierre; Debbah, Merouane (2024-04-07). "How Bad is Training on Synthetic Data? A Statistical Analysis of Language Model Collapse". arXiv:2404.05090 [cs.LG].
  • Guo, Yanzhu; Shang, Guokan; Vazirgiannis, Michalis; Clavel, Chloé (2024-04-16). "The Curious Decline of Linguistic Diversity: Training Language Models on Synthetic Text". arXiv:2311.09807 [cs.CL].

axios.com (Global: 1,716th place; English: 973rd place)

businessinsider.com (Global: 140th place; English: 115th place)

cogitotech.com (Global: low place; English: low place)

colorado.edu (Global: 2,526th place; English: 1,796th place)

ctlj.colorado.edu

doi.org (Global: 2nd place; English: 2nd place)

france24.com (Global: 481st place; English: 508th place)

harvard.edu (Global: 18th place; English: 17th place)

ui.adsabs.harvard.edu

linkedin.com (Global: 895th place; English: 692nd place)

mlr.press (Global: low place; English: low place)

proceedings.mlr.press

  • Kirchenbauer, John; Geiping, Jonas; Wen, Yuxin; Katz, Jonathan; Miers, Ian; Goldstein, Tom (2023-07-03). "A Watermark for Large Language Models". Proceedings of the 40th International Conference on Machine Learning. PMLR: 17061–17084.

nih.gov (Global: 4th place; English: 4th place)

ncbi.nlm.nih.gov

pubmed.ncbi.nlm.nih.gov

openreview.net (Global: low place; English: low place)

scottaaronson.blog (Global: low place; English: low place)

theregister.com (Global: 3,700th place; English: 2,360th place)

tomshardware.com (Global: 2,976th place; English: 1,939th place)

ucla.edu (Global: 782nd place; English: 585th place)

livescu.ucla.edu

venturebeat.com (Global: 616th place; English: 430th place)

  • "'Generative inbreeding' and its risk to human culture". 26 August 2023.

worldcat.org (Global: 5th place; English: 5th place)

search.worldcat.org

zenodo.org (Global: 621st place; English: 380th place)