Two of the most fundamental distributed symmetry-breaking problems are that of finding a maximal independent set (MIS) and a maximal matching (MM) in a graph. It is a major open question whether these problems can be solved in constant rounds of the all-to-all communication model of , with being the best upper bound known (where is the maximum degree). We explore in this paper the boundary of the feasible, asking for \emph{which graphs} we can solve the problems in constant rounds. We find that for several graph parameters, ranging from sparse to highly dense graphs, the problems do have a constant-round solution. In particular, we give algorithms that run in constant rounds when: (1) the average degree is at most , (2) the neighborhood independence number is at most , or (3) the independence number is at most , for any constant . Further, we establish that these are tight bounds for the known methods, for all three parameters, suggesting that new ideas are needed for further progress.

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