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06/19/2023
Effect-Invariant Mechanisms for Policy Generalization
Policy learning is an important component of many real-world learning sy...
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02/03/2022
Exploiting Independent Instruments: Identification and Distribution Generalization
Instrumental variable models allow us to identify a causal function betw...
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06/01/2021
Invariant Policy Learning: A Causal Perspective
In the past decade, contextual bandit and reinforcement learning algorit...
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05/22/2021
Statistical Testing under Distributional Shifts
Statistical hypothesis testing is a central problem in empirical inferen...
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05/23/2020
Learning Joint Nonlinear Effects from Single-variable Interventions in the Presence of Hidden Confounders
We propose an approach to estimate the effect of multiple simultaneous i...
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05/22/2018
Counterfactual Mean Embedding: A Kernel Method for Nonparametric Causal Inference
This paper introduces a novel Hilbert space representation of a counterf...
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12/13/2017