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Dollar Street Supplementary Information [FINAL]

Neural Information Processing Systems

The subtext to each question is initalics.Theanswers are in plain text with no formatting. Was there a specific gap that needed to be filled?Please provide a description.The Dollar Street dataset is a supervised image dataset derived from Gapminder'sDollar Street project (https://www.gapminder.org/dollar-street)that It was created with three goals in mind:1. Make available a highly curated set of images with valuable metadata (e.g.country, monthly income) that is more closely representative of the geographicand socioeconomic diversity of the world when compared with existing imagedatasets.2. Help combat bias in downstream applications (e.g.


AnUncertaintyPrincipleisaPriceof Privacy-PreservingMicrodata

Neural Information Processing Systems

Privacy-protected microdata are often the desired output of a differentially private algorithm since microdata isfamiliar and convenient for downstream users. However, there is a statistical price for this kind of convenience.