  We study persistence probabilities for random walks in correlated Gaussian
random environment first studied by Oshanin, Rosso and Schehr. From the
persistence results, we can deduce properties of critical branching processes
with offspring sizes geometrically distributed with correlated random
parameters. More precisely, we obtain estimates on the tail distribution of its
total population size, of its maximum population, and of its extinction time.
