The binary perceptron and general aspects of non-self-averaged quantities

The possibility of a finite width distribution for the maximal capacity of the binary perceptron in the thermodynamic limit is discussed analytically and supported by a careful analysis of numerical simulations. The results also indicate that the description of quenched random systems could take into account the possibility that in addition to non-self-averaged quantities, other quantities such as the transition temperature might also be sample dependent.