486 citations · 2.8k across the 59 of their papers we have counts for
3 papers · 1 filter
Out-of-equilibrium dynamical mean-field equations for the perceptron model
Elisabeth Agoritsas, Giulio Biroli, Pierfrancesco Urbani +1
Perceptrons are the building blocks of many theoretical approaches to a wide range of complex systems, ranging from neural networks and deep learning machines, to constraint satisf…
Liu-Nagel phase diagrams in infinite dimension
Giulio Biroli, Pierfrancesco Urbani
We study Harmonic Soft Spheres as a model of thermal structural glasses in the limit of infinite dimensions. We show that cooling, compressing and shearing a glass lead to a Gardne…
Universality of the SAT-UNSAT (jamming) threshold in non-convex continuous constraint satisfaction problems
Silvio Franz, Giorgio Parisi, Maksim Sevelev +2
Random constraint satisfaction problems (CSP) have been studied extensively using statistical physics techniques. They provide a benchmark to study average case scenarios instead o…