Is the sampling for multivariate prediction done from a joint distribution of multiple variables?

[cccjjjfff]

May I ask if the sampling for multivariate prediction is done from a joint distribution of multiple variables? Is the quantile taken here the quantile of the joint distribution?

[RashidBakirov]

I think from the joint distribution, as far as I could see from the papers and explanations.