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stat.ML2026
TabCF: Distributional Control Function Estimation with Tabular Foundation Models
Geping Chen, Chunlin Li, Tianzhong Yang +2
Instrumental variable (IV) and control function (CF) methods are powerful tools for causal effect estimation in the presence of unmeasured confounding, yet most existing approaches…
stat.ML2022★ 2 cited
Data-Adaptive Discriminative Feature Localization with Statistically Guaranteed Interpretation
Ben Dai, Xiaotong Shen, Lin Yee Chen +2
In explainable artificial intelligence, discriminative feature localization is critical to reveal a blackbox model's decision-making process from raw data to prediction. In this ar…