We work on one of the most well-known and important quantum sensing paradigms, that of sensing an optical phase. However, we consider the largely overlooked Bayesian approach. The literature on optical phase sensing in the frequentist approach (i.e., Fisher information approach) is vast, proving retrospectively the importance of said problem. In our work, we examine

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