most citedDifferential privacy for medical deep learning: methods, tradeoffs, and deployment implications

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cs.CV2026

Differential privacy representation geometry for medical image analysis

Soroosh Tayebi Arasteh, Marziyeh Mohammadi, Sven Nebelung +1

Differential privacy (DP)'s effect in medical imaging is typically evaluated only through end-to-end performance, leaving the mechanism of privacy-induced utility loss unclear. We…