Calendar
Course Overview
Reconstruction Attacks
Definitions and Basic Techniques
- Sept 8
- Definition of Differential Privacy
Randomized Response - Note, Slides, Homework 1
- Sept 10
- Global Sensitivity and the Laplace Mechanism
- Reading, Slides, Note
- Sept 12
- Recitation
- HW1
- Sept 15
- Laplace Mechanism and Sensitivity
- Slides, Note,
- Sept 17
- Properties of DP
- Slides, Note
- Sept 19
- Recitation
- Review for Test 1
- Sept 22
- Exam 1
Privacy in Machine Learning
- Sept 24
- Intro to ML
- Slides, Self-Attention Notes, Blog Post on GPT-2, Intro to ML (Book available through CMU Library)
- Sept 29
- Privacy Attacks on ML, Part I
- Slides, MIA Shadow Models, LIRA Paper
- Oct 1
- Privacy Attacks on ML, Part II
Intro to Privacy Auditing - Slides, Quantile regression MIA attacks: Classification Models, Diffusion Models, LLMs
- Oct 1
- Project Phase 1 Released (Due on Oct.20)
- Code Repo
- Oct 6
- Attribute Inference, Approximate DP
- Slides, Note
- Oct 8
- Approximate DP, Gaussian Mechanism
- Slides
- Oct 12
- No class, Fall Break
- Homework 2