Asymptotic theory of in-context learning by linear attention

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Proceedings of the National Academy of Sciences, Volume 122, number 28, July 2025.
Architectures based on meaning are a powerful force in modern AI. In particular, the emergence of learning capacities in context makes it possible to generalize far beyond the objective of prediction of origin to follow. There is still an important place …

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