mlsanityData to 7 Oct 2026

A Simulated Reconstruction and Reidentification Attack on the 2010 U.S. Census

arXiv 2312.11283 ↗First posted 18 Dec 2023stat.AP cs.CR econ.EMcited by 2

Not on the map. Why?

Abstract (arXiv)

We show that individual, confidential microdata records from the 2010 U.S. Census of Population and Housing can be accurately reconstructed from the published tabular summaries. Ninety-seven million person records (every resident in 70% of all census blocks) are exactly reconstructed with provable certainty using only public information. We further show that a hypothetical attacker using our methods can reidentify with 95% accuracy population unique individuals who are perfectly reconstructed and not in the modal race and ethnicity category in their census block (3.4 million persons)--a result that is only possible because their confidential records were used in the published tabulations. Finally, we show that the methods used for the 2020 Census, based on a differential privacy framework, provide better protection against this type of attack, with better published data accuracy, than feasible alternatives.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). First posted on arXiv 18 Dec 2023.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 1; 2026: 1.

2 papers.