450 citations · 650 across the 4 of their papers we have counts for
4 papers
Deep equilibrium networks are sensitive to initialization statistics
Atish Agarwala, Samuel S. Schoenholz
Deep equilibrium networks (DEQs) are a promising way to construct models which trade off memory for compute. However, theoretical understanding of these models is still lacking com…
The Relationship Between Local Structure and Relaxation in Out-of-Equilibrium Glassy Systems
Samuel S. Schoenholz, Ekin D. Cubuk, Efthimios Kaxiras +1
The dynamical glass transition is typically taken to be the temperature at which a glassy liquid is no longer able to equilibrate on experimental timescales. Consequently, the phys…
Identifying structural flow defects in disordered solids using machine learning methods
Ekin D. Cubuk, Samuel S. Schoenholz, Jennifer M. Rieser +5
We use machine learning methods on local structure to identify flow defects - or regions susceptible to rearrangement - in jammed and glassy systems. We apply this method successfu…
Predicting plasticity with soft vibrational modes: from dislocations to glasses
Joerg Rottler, Samuel S. Schoenholz, Andrea J. Liu
We show that quasi localized low-frequency modes in the vibrational spectrum can be used to construct soft spots, or regions vulnerable to rearrangement, which serve as a universal…