Mean-Field Theory

Entropy Production in Non-Equilibrium Neural Networks featured image

Entropy Production in Non-Equilibrium Neural Networks

Only driven things remember forward: an exercise in cybernetics

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Matthias Bal
Spin-Model Transformers featured image

Spin-Model Transformers

A non-equilibrium statistical mechanics perspective on transformers

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Matthias Bal
Deep Implicit Attention: A Mean-Field Theory Perspective on Attention Mechanisms featured image

Deep Implicit Attention: A Mean-Field Theory Perspective on Attention Mechanisms

Can we model attention as the collective response of a statistical-mechanical system?

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Matthias Bal