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hep-th2024
The Magnetic Maze: A System With Tunable Scale Invariance
Tian-Gang Zhou, Michael Winer, Brian Swingle
Random magnetic field configurations are ubiquitous in nature. Such fields lead to a variety of dynamical phenomena, including localization and glassy physics in some condensed mat…
cond-mat.dis-nn2024★ 1 cited
Neural Networks as Spin Models: From Glass to Hidden Order Through Training
Richard Barney, Michael Winer, Victor Galitski
We explore a one-to-one correspondence between a neural network (NN) and a statistical mechanical spin model where neurons are mapped to Ising spins and weights to spin-spin coupli…