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Introduction
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Classroom Contents
BatchCrypt - Efficient Homomorphic Encryption for Cross-Silo Federated Learning
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- 1 Introduction
- 2 Target
- 3 CrossSilo
- 4 Data Center Distributed Training
- 5 PrivacyPreserving Techniques
- 6 BatchCrypt
- 7 Aggregation
- 8 Quantization
- 9 Quantization Requirements
- 10 Gradient Clipping
- 11 BatchCrypt Implementation
- 12 Batch Script Quantization
- 13 Computation Breakdown
- 14 Communication Overhead
- 15 Results
- 16 Comparison
- 17 Conclusion
- 18 Outro
