351 citations · 1.8k across the 37 of their papers we have counts for
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stat.ML2023
Effect-Invariant Mechanisms for Policy Generalization
Sorawit Saengkyongam, Niklas Pfister, Predrag Klasnja +2
Policy learning is an important component of many real-world learning systems. A major challenge in policy learning is how to adapt efficiently to unseen environments or tasks. Rec…
stat.ML2023
Unfair Utilities and First Steps Towards Improving Them
Frederik Hytting Jørgensen, Sebastian Weichwald, Jonas Peters
Many fairness criteria constrain the policy or choice of predictors, which can have unwanted consequences, in particular, when optimizing the policy under such constraints. Here, w…