47 citations · 47 across the 3 of their papers we have counts for
3 papers
stat.ML2022
The Implicit Delta Method
Nathan Kallus, James McInerney
Epistemic uncertainty quantification is a crucial part of drawing credible conclusions from predictive models, whether concerned about the prediction at a given point or any downst…
cs.LG2021
Residual Overfit Method of Exploration
James McInerney, Nathan Kallus
Exploration is a crucial aspect of bandit and reinforcement learning algorithms. The uncertainty quantification necessary for exploration often comes from either closed-form expres…
cs.LG2020★ 47 cited
Counterfactual Evaluation of Slate Recommendations with Sequential Reward Interactions
James McInerney, Brian Brost, Praveen Chandar +2
Users of music streaming, video streaming, news recommendation, and e-commerce services often engage with content in a sequential manner. Providing and evaluating good sequences of…