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How to Allow Deep Learning on Your Data Without Revealing Your Data
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- 1 How to allow deep learning on your data without revealing your data
- 2 TWO DISTINCT SETTINGS
- 3 FEDERATED LEARNING FRAMEWORK
- 4 PAST APPROACH 11 DIFFERENTIAL PRIVACY
- 5 PAST APPROACH 21 CRYPTOGRAPHY
- 6 Outline for rest of the talk
- 7 INSTAHIDE ENCRYPTION FOR DATA
- 8 INSTAHIDE INSPIRED BY MIXUP
- 9 INSTAHIDE: HOW IT WORKS
- 10 INSTAHIDE MINOR IMPACT ON ACCURACY
- 11 TEXTHIDE: BACKGROUND
- 12 TEXTHIDE: HOW IT WORKS
- 13 TEXTHIDE MINOR IMPACT ON ACCURACY
- 14 Released software
- 15 RECALL: TWO SETTINGS
- 16 Carlini et al.'s Attack Overview
- 17 Carlini et al.'s Attack Cubic running time
- 18 Carlini et al.'s Attack Limitations
- 19 CONCLUSIONS
