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cond-mat.dis-nn2024
Dynamical Mean-Field Theory of Self-Attention Neural Networks
Ángel Poc-López, Miguel Aguilera
Transformer-based models have demonstrated exceptional performance across diverse domains, becoming the state-of-the-art solution for addressing sequential machine learning problem…
cond-mat.dis-nn2021★ 1 cited
Inference in neural networks using conditional mean-field methods
Ángel Poc-López, Miguel Aguilera
We extend previous mean-field approaches for non-equilibrium neural network models to estimate correlations in the system. This offers a powerful tool for approximating the system…