GARY MCGRAW, PH.D.
Best selling author of Software Security and 11 other books.
Co-Founder and CEO,
Berryville Institute of Machine Learning
Latest Posts by @cigitalgem
NEW BIML Bibliography entryhttps://arxiv.org/abs/2503.03150Position: Model Collapse Does Not Mean What You ThinkRylan Schaeffer, Joshua Kazdan, Alvan Caleb Arulandu, Sanmi KoyejoWe think recursive pollution is a better term than model collapse. Weak terminology leads to misunderstanding of impact. See figure 4. This is a very good paper. #TOPPAPER #MLsec #RecursivePollution #DataPoisoninghttps://berryvilleiml.com/references/ ...
NEW BIML Bibliography entryhttps://arxiv.org/abs/2404.05090How Bad is Training on Synthetic Data? A Statistical Analysis of Language Model CollapseMohamed El Amine Seddik, et al This treatment fails because the models being studied are TOY models too simple to be interesting. #MLsec #RecursivePollution #SyntheticDatahttps://berryvilleiml.com/references/ ...
