[schmidtleonard]

But I'd rather assume the variables are independent and then blame statistics when I get the wrong answer!

[bokenator]

This is a good place to use cumulants. Instead of working with joint characteristic functions, which gets messy, it lets you isolate the effects of correlation into a separate term. The only limitation is that this doesn't work if the moment doesn't exist.