Stanislav Neuhaus was born into the family of the famous pianist Heinrich Neuhaus. Heinrich Neuhaus's son, Stanislav, also became a famous pianist.
In 1950, Stanislav Neuhaus graduated from the Moscow Conservatory in the class of his father. He subsequently completed his postgraduate studies under Heinrich Neuhaus in 1953.