Popularity Bias Alignment Estimates
Fuente:
arXiv
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| Autore principale: | |
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| Natura: | Preprint |
| Pubblicazione: |
2025
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| Soggetti: | |
| Accesso online: | |
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| _version_ | 1866912727693262848 |
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| author | Lyubinin, Anton |
| author_facet | Lyubinin, Anton |
| contents | 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. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2511_19999 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Popularity Bias Alignment Estimates Lyubinin, Anton Information Retrieval Artificial Intelligence Machine Learning 68T05 (Primary) 68P20, 15A42, 05C50 (Secondary) H.3.3; I.2.6; G.1.3 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. |
| title | Popularity Bias Alignment Estimates |
| topic | Information Retrieval Artificial Intelligence Machine Learning 68T05 (Primary) 68P20, 15A42, 05C50 (Secondary) H.3.3; I.2.6; G.1.3 |
| url | https://arxiv.org/abs/2511.19999 |