2 papers
cond-mat.dis-nn2024
The infinite volume limit of the Hopfield neural networks in the replica-symmetric regime
Elena Agliari, Adriano Barra, Pierluigi Bianco +2
Despite extensive research over the past five decades, a rigorous determination of the infinite-volume limit of the free energy of the Hopfield model with an extensive number of pa…
cond-mat.dis-nn2024
Hebbian Learning from First Principles
Linda Albanese, Adriano Barra, Pierluigi Bianco +2
Recently, the original storage prescription for the Hopfield model of neural networks -- as well as for its dense generalizations -- has been turned into a genuine Hebbian learning…