Secure Aggregation with SMPC
Implement efficient SMPC protocols coordinated through Substrate's off-chain workers to aggregate updates securely, preventing any party from accessing others' data.
Distributed Privacy-Preserving Aggregation
Research will optimize communication rounds for scalability. SMPC distributes the aggregation process across multiple nodes, ensuring that no single node can see the full set of updates, which is critical for protecting sensitive data in collaborative settings, such as when multiple organizations train a shared AI model while leveraging Substrate's networking capabilities.
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