We present new theoretical convergence results on the Cross-Entropy method for discrete optimization. Our primary contribution is to show that a popular implementation of the Cross-Entropy method converges, and finds the optimal solution 							
						
							
					 															
					Andre Costa, Owen Dafydd Jones, Dirk P. Kroese