25 citations · 91 across the 12 of their papers we have counts for
3 papers · 1 filter
Large deviations of glassy effective potentials
Silvio Franz, Jacopo Rocchi
The theory of glassy fluctuations can be formulated in terms of disordered effective potentials. While the properties of the average potentials are well understood, the study of th…
Inverse problems for structured datasets using parallel TAP equations and RBM
Aurélien Decelle, Sungmin Hwang, Jacopo Rocchi +1
We propose an efficient algorithm to solve inverse problems in the presence of binary clustered datasets. We consider the paradigmatic Hopfield model in a teacher student scenario,…
A fast and accurate algorithm for inferring sparse Ising models via parameters activation to maximize the pseudo-likelihood
Silvio Franz, Federico Ricci-Tersenghi, Jacopo Rocchi
We propose a new algorithm to learn the network of the interactions of pairwise Ising models. The algorithm is based on the pseudo-likelihood method (PLM), that has already been pr…