> This indeed seems plausible under the powerful assumption that the
> underlying stat is constant.

Actually it applies to any known relative pattern, for example, that the number 
increases by 1 each time.

> where the additive noise is applied to the center of the first bin?

Yes, you can look at it like that.

> I can see how this is better, since the underlying value gets
> immediately smoothed by binning. However, it does give me a weird
> hacky feeling...
> 
> Is this construction something that has been used before?

Well, the output here is a bin, not a number, and the “exponential mechanism” 
is the generalization of the Laplace mechanism to handle arbitrary output 
spaces (kunaltalwar.org/papers/expmech.pdf). In this case, I believe that 
adding Laplace noise to a bin center and then re-binning is a way to select 
according to the distribution that the exponential mechanism would prescribe.

Aaron
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