We consider a stochastic directed graph on the integers whereby a directed
edge between i and a larger integer j exists with probability pj−i
depending solely on the distance between the two integers. Under broad
conditions, we identify a regenerative structure that enables us to prove limit
theorems for the maximal path length in a long chunk of the graph. The model is
an extension of a special case of graphs studied by Foss and Konstantopoulos,
Markov Process and Related Fields, 9, 413-468. We then consider a similar type
of graph but on the `slab' Z×I, where I is a finite partially
ordered set. We extend the techniques introduced in the in the first part of
the paper to obtain a central limit theorem for the longest path. When I is
linearly ordered, the limiting distribution can be seen to be that of the
largest eigenvalue of a ∣I∣×∣I∣ random matrix in the Gaussian unitary
ensemble (GUE).Comment: 26 pages, 3 figure