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cs.LG2026
Selection of the Best Policy under Fairness Constraints for Subpopulations
Tingyu Zhu, Yuhang Wu, Zeyu Zheng
Many high-stakes decisions in health care, public policy, and clinical development require committing to a single policy that will be applied uniformly across a heterogeneous popul…
cs.LG2024
Large Language Model Enhanced Machine Learning Estimators for Classification
Yuhang Wu, Yingfei Wang, Chu Wang +1
Pre-trained large language models (LLM) have emerged as a powerful tool for simulating various scenarios and generating output given specific instructions and multimodal input. In…
cs.LG2023★ 1 cited
Best Arm Identification with Fairness Constraints on Subpopulations
Yuhang Wu, Zeyu Zheng, Tingyu Zhu
We formulate, analyze and solve the problem of best arm identification with fairness constraints on subpopulations (BAICS). Standard best arm identification problems aim at selecti…