Recently, the use of machine learning (ML) techniques in Radio-over-Fiber (RoF) systems has become an active This paper's copyright is held by the author(s). It is published in these proceedings and included in any archive such as IEEE Xplore under the license granted by the "Agreement Granting URSI and IEICE Rights Related to Publication of Scholarly Work.