Differential Privacy

Evaluating Differentially Private Machine Learning in Practice

What seems safe, might not be safe in practice.

Inference Privacy Risks of Machine Learning Models

Comparing the differential privacy implementations by quantifying their privacy leakage.

Privacy Preserving Machine Learning

Combining differential privacy and multi-party computation techniques for private machine learning.