Engineering posts about Privacy Engineering
Curated summaries and key learnings for engineers working with Privacy Engineering.
Project Lighthouse — Part 3: Introducing project-lighthouse-anonymize
The article introduces 'project-lighthouse-anonymize', a Python library designed for privacy-preserving data anonymization within Project Lighthouse. It details the foundational methodology...
When Unlearning Is Free: Leveraging Low Influence Points to Reduce Computational Costs
The article explores the concept of unlearning in machine learning, particularly in relation to data privacy. It critiques existing unlearning methods that treat all data points equally and proposes...
Behavioral Privacy Leakage in Agentic Negotiation: Formalizing and Mitigating Inference Attacks via Randomized Policies
This paper addresses the issue of behavioral privacy leakage in agentic negotiation, particularly in high-stakes environments like insurance and procurement. It highlights how traditional...
Privacy-Aware Infrastructure in the AI-Native Era: An Asset Classification Case Study
The article explores the complexities of implementing privacy controls in AI-native systems, emphasizing the importance of accurate asset classification for effective data governance. It highlights...
Building Data 360 Clean Rooms: Zero-Copy Architecture for Privacy-Safe Data Collaboration
The article outlines the development of Data 360 Clean Rooms, a system designed to facilitate secure data collaboration while adhering to strict privacy regulations such as GDPR and CCPA. It details...
Labyrinth 1.1: Making End-to-End Encrypted Backups Even More Reliable
Labyrinth 1.1 introduces a new sub-protocol aimed at improving the reliability of end-to-end encrypted backups for Messenger, allowing messages to be securely backed up even in cases of device loss...
Privacy-first connections: Empowering social experiences at Airbnb
The article outlines Airbnb's approach to enhancing user privacy through the implementation of context-aware profile IDs that decouple user identities from their public profiles. By separating...
Our ongoing commitment to privacy for the 1.1.1.1 public DNS resolver
The article outlines Cloudflare's ongoing commitment to privacy regarding its 1.1.1.1 public DNS resolver, emphasizing the importance of trust in handling personal data. It details the independent...