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cs.LG2025
Beyond Uniform Deletion: A Data Value-Weighted Framework for Certified Machine Unlearning
Lisong He, Yi Yang, Xiangyu Chang
As the right to be forgotten becomes legislated worldwide, machine unlearning mechanisms have emerged to efficiently update models for data deletion and enhance user privacy protec…
cs.LG2023★ 1 cited
A New Causal Rule Learning Approach to Interpretable Estimation of Heterogeneous Treatment Effect
Ying Wu, Hanzhong Liu, Kai Ren +2
Interpretability plays a crucial role in the application of statistical learning to estimate heterogeneous treatment effects (HTE) in complex diseases. In this study, we leverage a…