Stability of Bernstein’s Theorem and Soft Doubling for Vector Gaussian Channels

The stability of Bernstein’s characterization Gaussian distributions is extended to vectors by utilizing characteristic functions. Stability used develop a soft doubling argument that establishes the optimality for certain communications channels with additive noise, including two-receiver broadcast channels. One novelty does not require existence achieve capacity.