Kylie Minogue and French actor Olivier Martinez seem to have gotten back together after separating nearly a year ago due to an alleged affair on Martinez's part. Minogue, 39, and Martinez, 42, who were an item for four years, were snapped strolling arm-in-arm in Martinez's hometown of Paris last week. Minogue, who was in town for the NRJ Music Awards, met up with Martinez at his apartment and then walked with him to her hotel on the Left Bank. The next day, the two met up again to walk Martinez's dog, visit the Yves St. Laurent boutique, and enjoy drinks at the picturesque Café de Flore. Word has it that Minogue has taken her former amour back with the condition that they settle down and start a family.