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We don't mention this at all in the technical report, but there was a lot of interest in applying reinforcement learning to the control problem, and there was some work done in this direction. (I was one of several who groaned whenever we were admonished to "just use machine learning." )

Ultimately we couldn't afford to dedicate much effort to the rather speculative RL approach (our team was small and we were always scrambling to meet our rather ambitious milestones - you know, the usual story :-) ). Instead we chose to continue to pursue tried-and-true controls techniques.



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