Positivity of long random sequences

Consider a sequence of centered random variables. What is the probability that it stays positive for a long time? Surprisingly little is known on this question: only the case that the sequence is a random walk is well understood besides the trivial situation that all variables are independent. We will discuss our results for two specific types of random sequences that arise in several models of mathematical physics.