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Micah Adler

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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
Preprint Aug 2026

The Sparsity Whisperer

A family of difference-informed pruning methods built upon this principle are introduced, suggesting that preserving output differences is a broadly useful and composable signal for post-training LLM sparsification.

Linghao Kong, Inimai Subramanian, Micah Adler et al. · 0 citations

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