Many-Body Systems

Spin-Model Transformers featured image

Spin-Model Transformers

A non-equilibrium statistical mechanics perspective on transformers

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Matthias Bal
Transformers Are Secretly Collectives of Spin Systems featured image

Transformers Are Secretly Collectives of Spin Systems

A statistical mechanics perspective on transformers

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Matthias Bal
Transformers from Spin Models: Approximate Free Energy Minimization featured image

Transformers from Spin Models: Approximate Free Energy Minimization

How far can we push the idea of transformers as physical systems?

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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