A position paper accepted by ICML 2026 April 30 , 2026 Taeho Jiachen Zhao, Antonia Januszewicz, Taeho Jung “Position: Privacy Is a Claim, Not a Property of Synthetic Data” Forty-Third International Conference on Machine Learning (ICML 2026)