A foundational comparison between two leading cryptographic techniques for PPML. HE enables computation on encrypted data, while MPC allows parties to jointly compute a function without revealing their inputs. This 2026 analysis focuses on trade-offs in computational overhead, communication complexity, and suitability for training vs. inference in regulated industries.
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