IntroStep 1 of 3
A Simplified Educational Model
This workflow demonstrates the core concepts of secure aggregation in a simplified form for educational purposes.
Important Disclaimer
This simplified workflow is not implemented in real-world systems. Production federated learning systems use more sophisticated protocols like the Bonawitz et al. protocol which handles client dropouts, uses pairwise masking, and provides stronger security guarantees.
This Simplified Version
- • Basic Shamir Secret Sharing
- • Direct share submission to server
- • No dropout handling
- • Educational demonstration
Real-World Protocols
- • Pairwise masking (Diffie-Hellman)
- • Double masking for dropout resilience
- • Multiple communication rounds
- • Cryptographic key exchange