21 citations · 47 across the 15 of their papers we have counts for
3 papers · 1 filter
Replica symmetry breaking in dense neural networks
Linda Albanese, Francesco Alemanno, Andrea Alessandrelli +1
Understanding the glassy nature of neural networks is pivotal both for theoretical and computational advances in Machine Learning and Theoretical Artificial Intelligence. Keeping t…
Rigorous approaches for spin glass and Gaussian spin glass with P-wise interactions
Linda Albanese, Andrea Alessandrelli
Purpose of this paper is to face up to P-spin glass and Gaussian P-spin model, i.e. spin glasses with polynomial interactions of degree P > 2. We consider the replica symmetry and…
Pattern recognition in Deep Boltzmann machines
Elena Agliari, Linda Albanese, Francesco Alemanno +1
We consider a multi-layer Sherrington-Kirkpatrick spin-glass as a model for deep restricted Boltzmann machines and we solve for its quenched free energy, in the thermodynamic limit…