Before revision:  We circumvent problematic back-propagation through time problems by introducing an auxiliary trajectory network taking inspiration from collocation techniques in optimal control.
After revision:  We circumvent challenges with methods like back-propagation-through-time by introducing an auxiliary trajectory network taking inspiration from collocation techniques in optimal control.