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Deep Information Propagation
Samuel S. Schoenholz, Justin Gilmer, Surya Ganguli +1
We study the behavior of untrained neural networks whose weights and biases are randomly distributed using mean field theory. We show the existence of depth scales that naturally l…
Disconnecting structure and dynamics in glassy thin films
Daniel M. Sussman, Samuel S. Schoenholz, Ekin D. Cubuk +1
Nanometrically thin glassy films depart strikingly from the behavior of their bulk counterparts. We investigate whether the dynamical differences between bulk and thin film glasses…
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…