An Almost Sure Invariance Principle for Additive Functionals of Markov   Chains
  We prove an invariance principle (functional central limit theorem) for a vector-valued additive functional of a Markov chain for almost every starting point with respect to an ergodic equilibrium distribution. The hypothesis is a moment bound on the resolvent. 
F. Rassoul-Agha and T. Seppalainen