Authentication in AI infrastructure is the process of verifying the identities of users, systems, or entities attempting to access AI resources. It ensures that only authorized individuals or systems can utilize sensitive data, models, or services. This security measure protects AI systems from unauthorized access, potential breaches, and misuse, maintaining data integrity, privacy, and operational confidentiality.