Secure Multi-Party Computation (SMPC) is a cryptographic method enabling multiple participants to collaboratively compute a function without revealing their individual inputs. It ensures data privacy and security, allowing parties to extract shared results while maintaining confidentiality, making it essential for privacy-preserving data analysis, joint modeling, and secure data sharing in AI infrastructure.