  The blind phase search (BPS) algorithm for carrier phase estimation is known
to have sub-optimal performance for probabilistically shaped constellations. We
present a belief propagation based approximate maximum a posteriori carrier
phase estimator and compare its performance with the standard and an improved
BPS algorithm.
