Stability of output characteristics of different systems under a variation of their input data and external influences is one of the key problems in natural science. For stochastic systems, stability often means insensitivity of their characteristics to the shape of their input information distributions. For some stochastic systems, we give certain classical and modern results on their strong and asymptotic insensitivity to input information distributions.