Random walks with $k$-wise independent increments
  We construct examples of a random walk with pairwise-independent steps which is almost-surely bounded, and for any $m$ and $k$ a random walk with $k$-wise independent steps which has no stationary distribution modulo $m$. 
Itai Benjamini, Gady Kozma, Dan Romik