37 citations · 107 across the 10 of their papers we have counts for
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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…
q-bio.NC2021★ 9 cited
How particular is the physics of the free energy principle?
Miguel Aguilera, Beren Millidge, Alexander Tschantz +1
The free energy principle (FEP) states that any dynamical system can be interpreted as performing Bayesian inference upon its surrounding environment. In this work, we examine in d…