You can find a perfect mini-review about graphene as a material for catalysis here:
Catal. Sci. Technol., 2012,2, 54–75
In this review there are a lot of references which also could be helpful. In general, the main advantages are very high specific area and electronic conductivity, a disadvantage is that preparation of real pure graphene is still not easy procedure.