Trusted Execution Environments (TEEs): Confidential Aggregation

Jun 24, 2026 · 32m 22s
Trusted Execution Environments (TEEs): Confidential Aggregation
Description

- - Confidential Computing Architecture: How the system leverages AMD SEV-SNP, Intel SGX/TDX, and AWS Nitro Enclaves to protect sensitive model updates from compromised host OSs or hypervisors. - Nanosecond-Scale...

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    • Confidential Computing Architecture: How the system leverages AMD SEV-SNP, Intel SGX/TDX, and AWS Nitro Enclaves to protect sensitive model updates from compromised host OSs or hypervisors.
    • Nanosecond-Scale Performance: An analysis of benchmarks showing that Federated Averaging executes in ~35–36 nanoseconds, while robust Multi-Krum selection takes only ~3.5 nanoseconds within the TEE.
    • The Ingress Pipeline: Understanding the specialized data flow that moves packets from an XDP-like ingress view directly into TEE memory for processing, minimizing overhead.
    • Hardened Rust Design: Why a minimalist runtime is critical for reducing the attack surface and ensuring the integrity of the Byzantine-resilient aggregation logic



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https://github.com/rwilliamspbg-ops
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Author Ryan Williams
Organization Ryan Williams
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