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Analysis of mean-field models arising from self-attention dynamics in transformer architectures with layer normalization.

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Title: Analysis of mean-field models arising from self-attention dynamics in transformer architectures with layer normalization.
Authors: Burger, Martin1,2 (AUTHOR) martin.burger@desy.de, Kabri, Samira1 (AUTHOR) samira.kabri@desy.de, Korolev, Yury3 (AUTHOR) ymk30@bath.ac.uk, Roith, Tim1 (AUTHOR) tim.roith@desy.de, Weigand, Lukas1 (AUTHOR) lukas.weigand@desy.de
Source: Philosophical Transactions of the Royal Society A: Mathematical, Physical & Engineering Sciences. 6/5/2025, Vol. 383 Issue 2298, p1-48. 48p.
Database: Academic Search Ultimate
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PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=185742827
RecordInfo BibRecord:
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      – Type: doi
        Value: 10.1098/rsta.2024.0233
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      – Code: eng
        Text: English
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        PageCount: 48
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      – TitleFull: Analysis of mean-field models arising from self-attention dynamics in transformer architectures with layer normalization.
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            NameFull: Burger, Martin
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            NameFull: Korolev, Yury
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            NameFull: Roith, Tim
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            – D: 05
              M: 06
              Text: 6/5/2025
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              Y: 2025
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              Value: 383
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