PETs

Input vs Output Privacy

Input vs Output Privacy

Privacy in data systems has traditionally focused on protecting sensitive information as it enters a …

Birds of a Feather Leak Together: The Set Bias Privacy Problem

Birds of a Feather Leak Together: The Set Bias Privacy Problem

Secure multi-party computation (SMPC) enables organisations to collaborate on sensitive data …

Exploring Homomorphic Encryption with Python

Exploring Homomorphic Encryption with Python

Homomorphic encryption is a powerful cryptographic technique that allows computations to be …

Distributed Aggregation Protocol (DAP) Primer

Distributed Aggregation Protocol (DAP) Primer

In last post we covered, Privacy Preserving Measurement (PPM) and discussed how Distributed …

Privacy Preserving Measurement

Privacy Preserving Measurement

In 1982, Andrew Yao proposed the Millionaire Problem which discusses how two millionaires can learn …

Differential Privacy: A Primer

Differential Privacy: A Primer

Differential Privacy (DP) is a mathematical framework that protects individual privacy in data …