114 citations · 147 across the 9 of their papers we have counts for
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cs.NE2021★ 7 cited
Analysis of chaotic dynamical systems with autoencoders
N. Almazova, G. D. Barmparis, G. P. Tsironis
We focus on chaotic dynamical systems and analyze their time series with the use of autoencoders, i.e., configurations of neural networks that map identical output to input. This a…
physics.comp-ph2021
Dynamical symmetry breaking through AI: The dimer self-trapping transition
G. P. Tsironis, G. D. Barmparis, D. K. Campbell
The nonlinear dimer obtained through the nonlinear Schr{ö}dinger equation has been a workhorse for the discovery the role nonlinearity plays in strongly interacting systems. While…