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Author

Ming-Xi Lei

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Preprint Oct 2026

Differentially Private Sparse Reward Estimation with Preference Feedback

Reinforcement Learning with Human Feedback (RLHF) has become a central paradigm for aligning Large Language Models with human values. However, the reliance on sensitive preference data necessitates rigorous differential privacy (DP) guarantees to prevent user information leakage. Existing private alignment methods typi...

Meng Ding, Ming-Xi Lei, Jie Zhang et al. · 1 citation
Book Open access Oct 2026

Separating Safety from Preference in Clinical LLM Evaluation

Conversational AI increasingly answers patients' rehabilitation questions, but a fluent, well-liked answer can still be clinically unsafe, and preference-only evaluation hides this by collapsing many judgments into one winner. We ran a human-centered evaluation of the mRehab Advisory Agent with two cohorts in distinct...

Kritarth Dandapat, Tanmay Anishkumar Master, Anarghya Das et al. · 0 citations

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