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Statistical Indistinguishability
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Classroom Contents
Instance-Hiding Schemes for Private Distributed Learning
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- 1 Introduction
- 2 Private Distributed Learning
- 3 Cryptography
- 4 Instahide
- 5 Mixup Data Augmentation
- 6 Cryptographic Instance Hiding
- 7 Multiplicative Noise
- 8 Sine Flip
- 9 Parameter Mixing
- 10 Experimental Results
- 11 Privacy Laws
- 12 Statistical Indistinguishability
- 13 Practical Attacks
- 14 Why Mixup Alone is Not Secure
- 15 Conclusion
