Figure 1.

Multiscale hierarchical time-stepping scheme. Here, we employ neural network time-steppers over three time scales. The red model takes large steps, leaving the finer time-stepping to the yellow and blue models. The dark path shows the sequence of maps from ${\mathit{x}}_0$ to ${\mathit{x}}_t$.