I presume you want the coefficients 
$$a_k=\int_{-\infty}^\infty p(M)\psi_k(M)\,dM,$$
with 
$$\psi_k(x)=\frac{1}{\pi^{1//4}\sqrt{ 2^k k!}} e^{-x^2/2} H_k(x)$$
the normalized Hermite function of order $k$ and $p(M)$ the probability density function of the median $M$ of the $n$ Gaussian random variables.

For $n\gg 1$ the median of $n$ i.i.d. normal random variables has a Gaussian distribution $p(M)=(2\pi\sigma^2)^{-1/2}e^{-M^2/2\sigma^2}$, with $\sigma^2=\pi/2n$, resulting in $a_{2p+1}=0$,
$$a_{2p}=\frac{(\sigma^2-1)^p}{\pi^{1/4}2^{p-1}(1+\sigma^2)^{p+1/2}}.$$