what is differential privacy

Differential Privacy: why pseudonymous data is not safe and how can we do better https://baida.dev/articles/a-mathematical-theory-of-privacy 2 comments 6/1/2023 programming

The use of differential privacy for census data and its impact on redistricting: The case of the 2020 U.S. Census https://www.science.org/doi/10.1126/sciadv.abk3283#.YcdIH_tdvgM.reddit 3 comments 25/12/2021 science

Common misconceptions about differential privacy https://towardsdatascience.com/common-misconceptions-about-differential-privacy-5f2c37953cdd 4 comments 22/11/2021 privacy

Why differential privacy is awesome https://desfontain.es/privacy/differential-privacy-awesomeness.html 4 comments 3/9/2020 privacy

Apple ranks 2nd in Differential Privacy, right behind Microsoft https://blog.linknovate.com/differential-privacy-leaders-must-know/ 20 comments 7/1/2019 apple

As Apple starts analyzing web browsing & health data, how comfortable are you with differential privacy? https://9to5mac.com/2017/07/07/what-is-differential-privacy/ 5 comments 14/7/2017 privacy

At WWDC Apple announced the use of 'Differential Privacy' to collect data, here is a primer http://blog.cryptographyengineering.com/2016/06/what-is-differential-privacy.html 36 comments 15/6/2016 apple

On Apple’s ‘Differential Privacy’ https://www.wired.com/2016/06/apples-differential-privacy-collecting-data/ 19 comments 14/6/2016 crypto

Apple's 'Differential Privacy' Is About Collecting Your Data - But Not *Your* Data https://www.wired.com/2016/06/apples-differential-privacy-collecting-data/ 24 comments 14/6/2016 technology

Apple's 'Differential Privacy' Is About Collecting Your Data - But Not *Your* Data https://www.wired.com/2016/06/apples-differential-privacy-collecting-data/ 4 comments 14/6/2016 privacy

Google releases differential privacy pipeline for Python https://www.infoworld.com/article/3648415/google-releases-differential-privacy-pipeline-for-python.html 4 comments 31/1/2022 privacy

Understanding differential privacy and why it matters for digital rights https://www.accessnow.org/understanding-differential-privacy-matters-digital-rights/ 12 comments 8/1/2019 privacy

Senator Ron Wyden (D-OR) specifically calls out secure multiparty computation and differential privacy for government data collection https://www.wyden.senate.gov/news/press-releases/wyden-pushes-for-stronger-security-in-collection-of-personal-information 5 comments 16/5/2017 crypto

Apple's differential privacy analyzes the group, protects the individual http://appleinsider.com/articles/16/06/20/apples-differential-privacy-analyzes-the-group-protects-the-individual 8 comments 20/6/2016 apple

This is what Apple’s differential privacy means for iOS 10 http://www.theverge.com/2016/6/17/11957782/apple-differential-privacy-ios-10-wwdc-2016 10 comments 17/6/2016 apple

What is Differential Privacy? (Matthew Green) http://blog.cryptographyengineering.com/2016/06/what-is-differential-privacy.html 6 comments 15/6/2016 crypto

Differential Privacy + Federated Learning Explained (+ Tutorial) | #AI101 https://www.youtube.com/watch?v=MOcTGM_UteM 6 comments 28/2/2020 artificial

Apple taking an ‘immense risk’ with user data thanks to poor implementation of differential privacy, say academics https://9to5mac.com/2017/09/18/how-secure-is-apples-differential-privacy/ 10 comments 26/12/2017 technology

Apple taking an ‘immense risk’ with user data thanks to poor implementation of differential privacy, say academics https://9to5mac.com/2017/09/18/how-secure-is-apples-differential-privacy/ 3 comments 18/9/2017 privacy

Apple touts use of Differential Privacy first defined and co-created in 2006 by Microsoft Research Scientist Cynthia Dwork https://www.engadget.com/2016/06/14/apple-differential-privacy/ 4 comments 15/6/2016 microsoft

[R]: Federated Learning with Formal Differential Privacy Guarantees https://ai.googleblog.com/2022/02/federated-learning-with-formal.html 3 comments 5/3/2022 machinelearning

A brief tour of differential privacy [pdf] (On the mathematical foundations of plausible deniability) http://www.cs.cmu.edu/~./avrim/randalgs11/lectures/lect0420.pdf 3 comments 1/2/2015 compsci

Tumult Analytics: Differential privacy made easy… and open-source! https://tmlt.io/research/tumult-analytics-open-source 6 comments 8/12/2022 privacy

Apple's new Machine Learning Journal entry tackles differential privacy http://appleinsider.com/articles/17/12/06/apples-new-machine-learning-journal-entry-tackles-differential-privacy 16 comments 6/12/2017 apple

NIST Finalizes Guidelines for Evaluating ‘Differential Privacy’ Guarantees to De-Identify Data https://www.nist.gov/news-events/news/2025/03/nist-finalizes-guidelines-evaluating-differential-privacy-guarantees-de 4 comments 12/3/2025 privacy

Google launches an open-source version of its differential privacy library https://techcrunch.com/2019/09/05/google-launches-an-open-source-version-of-its-differential-privacy-library/ 7 comments 8/9/2019 opensource

Google is making it easier for AI developers to keep users’ data private: The company’s new TensorFlow Privacy module lets devs safeguard data with differential privacy https://www.theverge.com/2019/3/6/18253002/google-ai-data-privacy-tensorflow-differential-module-code 15 comments 10/3/2019 programming

Apple's 'differential privacy' policy invoked for opt-in iCloud data analysis in iOS 10.3 http://appleinsider.com/articles/17/01/27/apples-differential-privacy-policy-invoked-for-opt-in-icloud-data-analysis-in-ios-103 15 comments 27/1/2017 apple

Privacy by the Numbers: A New Approach to Safeguarding Data - A mathematical technique called “differential privacy” gives researchers access to vast repositories of personal data while meeting a high standard for privacy protection http://www.scientificamerican.com/article.cfm?id=privacy-by-the-numbers-a-new-approach-to-safeguarding-data 4 comments 31/12/2012 technology

Google has open-sourced their differential privacy library, which "enables organizations to learn from the majority of their data while simultaneously ensuring that those results do not allow any individual's data to be distinguished or re-identified" https://developers.googleblog.com/2019/09/enabling-developers-and-organizations.html 12 comments 6/9/2019 programming