Nathan Kallus

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20152026

most citedFairness Under Unawareness: Assessing Disparity When Protected Class Is Unobserved

148 citations · 972 across the 92 of their papers we have counts for

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stat.ML2023

Minimax Instrumental Variable Regression and $L_{2}$ Convergence Guarantees without Identification or Closedness

Andrew Bennett, Nathan Kallus, Xiaojie Mao +3

In this paper, we study nonparametric estimation of instrumental variable (IV) regressions. Recently, many flexible machine learning methods have been developed for instrumental va…

Minimax Instrumental Variable Regression and L2​ Convergence Guarantees without Identification or Closedness

Minimax Instrumental Variable Regression and $L_{2}$ Convergence Guarantees without Identification or Closedness