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Jing-Jing Liu

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#machine learning Preprint Aug 2026

Balancing Privacy, Utility, and Safety in LLM Alignment through Preference Optimization

Findings suggest that P3M should be viewed as a lightweight empirical protocol for examining privacy-utility-safety trade-offs rather than as a formal privacy guarantee or a defense against extraction attacks.

Di-Shu Yang, Jing-Jing Liu, Ji-Ze Li · 0 citations