Author

Sana Tonekaboni

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#natural language process... Jun 2026

Clinically Grounded Privacy Evaluation of Medical LMs

This work introduces a clinically grounded framework that evaluates leakage along a graded axis of adversarial access, ranging from publicly inferable demographics to leaked note fragments, and provides a practical, reusable framework for contextual privacy evaluation of medical LMs.

Sasha Ronaghi, Sana Tonekaboni, Lena Stempfle et al. · arXiv.org · 0 citations

Preprint Aug 2026

Protecting patient privacy in clinical foundation models: Technical and legal perspectives

This work proposes a practical framework for assessing privacy risk in clinical foundation models and illustrates realistic leakage scenarios across deployment settings, map them to legal regimes, and outline complementary technical and legal mitigations.

Sana Tonekaboni, Lena Stempfle, Sasha Ronaghi et al. · 0 citations