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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Jiaming Zhang

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Book Open access Aug 2026

MAPPE: Rethinking and Improving Fairness in LLMs for Medicine via Minimax Preference-based Prompt Evolution

This paper introduces universal fairness, a clinically grounded definition that reframes fairness as maximizing subgroup-aware diagnostic performance under attribute-conditioned health disparities, and proposes MAPPE, a training-free minimax prompt optimization framework that theoretically promotes universal fairness.

Jiaming Zhang, Yu-Yuan Li, Xiaohua Feng et al. · 0 citations
Book Open access Aug 2026

MAPPE: Rethinking and Improving Fairness in LLMs for Medicine via Minimax Preference-based Prompt Evolution

Large Language Models (LLMs) have shown strong potential in medical applications such as question answering and clinical prediction. % Despite their growing adoption, fairness in LLMs for medicine remains underexplored, largely due to the mismatch between conventional fairness constraints and the clinically meaningful...

Jiaming Zhang, Yuyuan Li, Xiaohua Feng et al. · 0 citations

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