In a fitness landscape, is fitness relative or absolute?
By experience, most of the time, authors are talking about relative fitness. To 
confirm my feeling, I looked at the three randomly chosen theory papers from the first page of results that Google Scholar returned when searching for fitness landscape and they all use fitness as a relative measure. The papers are Derrida and Peliti (1991), Merz and Freisleben (2000) and Woodcock and Higgs (1995).

However, I do not think this is in the definition of a fitness landscape. One could work with absolute fitness and still call his model a fitness landscape. I think that therefore the answer is specific to every model considered. Note that even the "landscape axes" for which a fitness value is assigned can be of different nature. Typically, one can associate phenotypic or genotypic and/or even environmental axes.