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Are We There Yet? Timing and Floating-Point Attacks on Differential Privacy Systems
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- 1 Intro
- 2 Contributions
- 3 Data Analysis: Privacy Leakage
- 4 Data Analysis: Differential Privacy
- 5 DP: Additive Noise
- 6 DP: Deployments and Libraries
- 7 Threat model
- 8 FP Attack: FP Implementation
- 9 FP Attack: Impossible Outputs
- 10 FP Attack: Gaussian Implementation
- 11 FP Attack: IsFeasible(s)
- 12 FP Attack: Attack Results
- 13 FP Attack: DP-SGD
- 14 Discrete Distributions: Implementation
- 15 Discrete Distributions: Timing Side-Channel
- 16 Timing Attack: Positive Correlation
- 17 Timing Attack: Attack Results
- 18 Mitigation: FP attack
- 19 Mitigation: Timing attack
