Finding correlation between function input and output

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I'm trying to get a value for a correlation between a function input and its output. One brute force way to get this is to sample the entire space and find the standard deviation of the resulting outputs.

Is there a less expensive way to find this correlation, perhaps by differentiating the equation?

For more context, I'm trying to see how much a particular input affects each output of a neural network (nothing to do with tuning weights).