21 citations · 21 across the 1 of their papers we have counts for
2 papers
cond-mat.dis-nn2023★ 21 cited
Finite-time Lyapunov exponents of deep neural networks
L. Storm, H. Linander, J. Bec +2
We compute how small input perturbations affect the output of deep neural networks, exploring an analogy between deep networks and dynamical systems, where the growth or decay of l…
cs.LG2022
Constraints on parameter choices for successful reservoir computing
L. Storm, K. Gustavsson, B. Mehlig
Echo-state networks are simple models of discrete dynamical systems driven by a time series. By selecting network parameters such that the dynamics of the network is contractive, c…