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Tutorial: Security

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Covers precise definitions (simulation/ideal world, DP-style leakage, covert/abort variants) and a running Two‑Server Model example: computing a DP histogram without sending raw data. Compares concrete protocols—PRIO (seed expansion, one‑hot vectors, heavy D cost), OPRF/anonymous histograms (deterministic encodings + dummy injection), and distributed point functions/Poplar (log‑D client keys, O(N) server work) —and flags the hard practical tradeoffs: unbalanced helper costs and real risks with confidential VMs (attestation, rollback/state, side channels).

AI-written summary · about

  1. 0:00Secure computation introduction
  2. 1:16Defining secure computation and trust
  3. 10:58Two-server model and threats
  4. 13:56Simulation-based security definitions
  5. 29:32Publicly verifiable covert security
  6. 36:14Secure computation protocols and systems
  7. 56:31Confidential VMs and limits
  8. 1:02:00Hardware vs cryptographic approaches
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