Glass and jamming transitions: From exact results to finite-dimensional descriptions
Despite decades of work, gaining a first-principles understanding of amorphous materials
remains an extremely challenging problem. However, recent theoretical breakthroughs have …
remains an extremely challenging problem. However, recent theoretical breakthroughs have …
Jamming transition as a paradigm to understand the loss landscape of deep neural networks
Deep learning has been immensely successful at a variety of tasks, ranging from
classification to artificial intelligence. Learning corresponds to fitting training data, which is …
classification to artificial intelligence. Learning corresponds to fitting training data, which is …
Edwards statistical mechanics for jammed granular matter
In 1989, Sir Sam Edwards made the visionary proposition to treat jammed granular materials
using a volume ensemble of equiprobable jammed states in analogy to thermal equilibrium …
using a volume ensemble of equiprobable jammed states in analogy to thermal equilibrium …
Universal spectrum of normal modes in low-temperature glasses
We report an analytical study of the vibrational spectrum of the simplest model of jamming,
the soft perceptron. We identify two distinct classes of soft modes. The first kind of modes are …
the soft perceptron. We identify two distinct classes of soft modes. The first kind of modes are …
Universality of the SAT-UNSAT (jamming) threshold in non-convex continuous constraint satisfaction problems
Random constraint satisfaction problems (CSP) have been studied extensively using
statistical physics techniques. They provide a benchmark to study average case scenarios …
statistical physics techniques. They provide a benchmark to study average case scenarios …
Colloidal hard spheres: Triumphs, challenges and mysteries
The simplicity of hard spheres as a model system is deceptive. Although the particles
interact solely through volume exclusion, that nevertheless suffices for a wealth of static and …
interact solely through volume exclusion, that nevertheless suffices for a wealth of static and …
The simplest model of jamming
We study a well known neural network model—the perceptron—as a simple statistical
physics model of jamming of hard objects. We exhibit two regimes:(1) a convex optimization …
physics model of jamming of hard objects. We exhibit two regimes:(1) a convex optimization …
[HTML][HTML] Gardner physics in amorphous solids and beyond
Note: This Perspective offers a progress report for the Simons collaboration “Cracking the
Glass Problem,” of which the authors are some of the principal investigators. While the …
Glass Problem,” of which the authors are some of the principal investigators. While the …
Unified theory of inertial granular flows and non-Brownian suspensions
Rheological properties of dense flows of hard particles are singular as one approaches the
jamming threshold where flow ceases both for aerial granular flows dominated by inertia …
jamming threshold where flow ceases both for aerial granular flows dominated by inertia …