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In which community does using a Bayesian regression model as a reward function with exploration vs. exploitation challenges fall under?

One community that has very recently been attacking problems of the type posed by your question is the Bayesian sequential optimal experimental design (Bayesian sOED) community. The Bayesian sOED ...
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