ThmDex – An index of mathematical definitions, results, and conjectures.
P3618
The first claim is established in R3923: Standard gaussian random real number is symmetric about zero. As for the second claim, we have \begin{equation} X + Z = X - X = 0 \end{equation} surely, as well as \begin{equation} Y + Z = - X - X = - 2 X \end{equation} and clearly $0 \overset{d}{\neq} - 2 X$. $\square$