The IOC has previously said Moscow assured that athletes and spectators will not face discrimination at the Feb. 7-23 Winter Games.
Bach, an Olympic gold medalist in fencing, was in Paris to attend a centenary party for the sport's governing body.
The IOC issued a statement on Saturday noting Bach's meeting with France President Francois Hollande at the Elysee Palace, though did not refer directly to the issue of gay rights.
"The pair discussed the upcoming Olympic Winter Games in Sochi and expectations for the French athletes, France's commitment to the fight against doping and illegal betting in sport, and sports development in France," the IOC said. "The French president discussed a potential Olympic bid for 2024."