148 citations · 972 across the 92 of their papers we have counts for
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stat.ML2017
Instrument-Armed Bandits
Nathan Kallus
We extend the classic multi-armed bandit (MAB) model to the setting of noncompliance, where the arm pull is a mere instrument and the treatment applied may differ from it, which gi…
stat.ML2017★ 69 cited
Balanced Policy Evaluation and Learning
Nathan Kallus
We present a new approach to the problems of evaluating and learning personalized decision policies from observational data of past contexts, decisions, and outcomes. Only the outc…