BatchCrypt - Efficient Homomorphic Encryption for Cross-Silo Federated Learning

BatchCrypt - Efficient Homomorphic Encryption for Cross-Silo Federated Learning

USENIX via YouTube Direct link

Outro

18 of 18

18 of 18

Outro

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BatchCrypt - Efficient Homomorphic Encryption for Cross-Silo Federated Learning

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  1. 1 Introduction
  2. 2 Target
  3. 3 CrossSilo
  4. 4 Data Center Distributed Training
  5. 5 PrivacyPreserving Techniques
  6. 6 BatchCrypt
  7. 7 Aggregation
  8. 8 Quantization
  9. 9 Quantization Requirements
  10. 10 Gradient Clipping
  11. 11 BatchCrypt Implementation
  12. 12 Batch Script Quantization
  13. 13 Computation Breakdown
  14. 14 Communication Overhead
  15. 15 Results
  16. 16 Comparison
  17. 17 Conclusion
  18. 18 Outro

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