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Linearized LSTM dynamics display low fractional error. (a) At every step along a trajectory, we compute the next state using either the full nonlinear system (solid, black) or the linearized system (dashed, red). Inset shows a zoomed in version of the dynamics. (b) Histogram of fractional error of the linearized system over many test examples, evaluated in the high-dimensional state space.
