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Secure Multi‑Party Computation

Encryption

Cryptographic protocols that allow parties to jointly compute a function while keeping inputs private.

Definition

SMPC splits inputs into shares and uses interactive protocols so no single party learns others’ raw data beyond what the output reveals. Security depends on adversary model, communication assumptions, and implementation.

In plain English Cryptographic protocols that allow parties to jointly compute a function while keeping inputs private.

Why this matters

Why it matters: It enables privacy-preserving collaboration and reduces centralized data pooling, which lowers breach impact.

Example

Example: Multiple hospitals compute a model metric across datasets without exchanging patient-level records.