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CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU

CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU

IEEE Symposium on Security and Privacy via YouTube Direct link

System design

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System design

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CryptGPU: Fast Privacy-Preserving Machine Learning on the GPU

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  1. 1 Introduction
  2. 2 PrivacyPreserving Machine Learning
  3. 3 Threat Model
  4. 4 Image Classification
  5. 5 Performance Gap
  6. 6 Scalability
  7. 7 GPU acceleration
  8. 8 System overview
  9. 9 System design
  10. 10 Floating Point Arithmetic
  11. 11 GPUFriendly Protocol Design
  12. 12 Private Training
  13. 13 Conclusion

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