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05/31/2022
Evaluating Robustness to Dataset Shift via Parametric Robustness Sets
We give a method for proactively identifying small, plausible shifts in ...
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03/11/2022
Identifying Causal Effects using Instrumental Time Series: Nuisance IV and Correcting for the Past
Instrumental variable (IV) regression relies on instruments to infer cau...
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02/02/2022
Invariant Ancestry Search
Recently, methods have been proposed that exploit the invariance of pred...
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10/25/2021
Local Independence Testing for Point Processes
Constraint based causal structure learning for point processes require e...
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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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03/03/2021
Regularizing towards Causal Invariance: Linear Models with Proxies
We propose a method for learning linear models whose predictive performa...
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02/21/2020