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vector-spin-models

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mcbal / spin-model-transformers

Physics-inspired transformer modules based on mean-field dynamics of vector-spin models in JAX

deep-learning transformers artificial-intelligence statistical-mechanics neural-networks attention-mechanism associative-memory statistical-physics ising-spin-models mean-field-theory partition-functions fixed-point-iteration time-evolution hopfield-networks spin-models non-equilibrium-dynamics vector-spin-models spin-glasses near-equilibrium-dynamics

Updated Dec 10, 2023
Python

mcbal / neqnn

Nonequilibrium dynamics in spin-model transformers in PyTorch

transformers neural-networks dynamical-systems relaxation attention-mechanism statistical-physics steady-state mean-field-theory quench-dynamics fixed-point-iteration nonequilibrium-physics time-evolution vector-spin-models stochastic-thermodynamics

Updated Aug 16, 2026
Python

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