Is time varying channels same as circulary symmetric complex gaussian?
From the literature i understood that if the channel is non time varying then we can consider it as circularly symmetric complex gaussian distributed.


That's plain wrong. Some non-time-variant channels are $\sim\mathcal{CN}$, some aren't.


  So can we consider the same if the channel is time varying ?


No.