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Has there been a study done in tuning hyper-parameters for off-policy reinforcement learning?

Yes and we can do it in a similar way we normally perform hyper-param optimization. See this paper from Google In this framework we can also attempt to jerry-rig some of our classic algorithmic tuning ...
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