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There are definitely ways to work well with subsampled data, see Lester Mackey's recent work.

Could please share a link to the work you are referring to? I would really appreciate it (not ironically, it would be truly appreciated).

I know we can work around subsampling, actually we have always been very good at it since our sampling data back in the day was way smaller than what we refer as subsampled today.

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