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J. Byers

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#machine learning Preprint Sep 2026

Attention Mean Fields Predict Average Representation Dynamics and Reveal Context-Specific Computation

A mean-field analysis of attention, which shows how the average attention from one token to another defines a kernel that carries representations layer to layer and can be iterated through the network to model how the geometry is transformed.

Micah Adler, J. Byers, Mark Crovella · 0 citations

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