Convergence of Monte Carlo Simulations to Equilibrium
  We give two direct, elementary proofs that a Monte Carlo simulation converges to equilibrium provided that appropriate conditions are satisfied. The first proof requires detailed balance while the second is quite general. 
Onuttom Narayan and A. P. Young