We are extending Popularity Bias Memorization theorem from arXiv:archive/2404.12008 in several directions. We extend it to arbitrary degree distributions and also prove both upper and lower estimates for the alignment with top-k singular hyperspace.
Cite
@article{arxiv.2511.19999,
title = {Popularity Bias Alignment Estimates},
author = {Anton Lyubinin},
journal= {arXiv preprint arXiv:2511.19999},
year = {2025}
}