Popularity Bias Alignment Estimates

Published 25 Nov 2025 in cs.IR, cs.AI, and stat.ML | (2511.19999v1)

Abstract: 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.

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Anton Lyubinin

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