1 citations · 1 across the 6 of their papers we have counts for
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Prediction-Intervention Games and Invariant Sets
Linus Kühne, Felix Schur, Jonas Peters
We consider the following two-player game: using observational data, the leader chooses a prediction function for a response variable from given covariates. The follower then r…
Many Experiments, Few Repetitions, Unpaired Data, and Sparse Effects: Is Causal Inference Possible?
Felix Schur, Niklas Pfister, Peng Ding +2
We study the problem of estimating causal effects under hidden confounding in the following unpaired data setting: we observe some covariates and an outcome under different…
DecoR: Deconfounding Time Series with Robust Regression
Felix Schur, Jonas Peters
Causal inference on time series data is a challenging problem, especially in the presence of unobserved confounders. This work focuses on estimating the causal effect between two t…
Lifelong Bandit Optimization: No Prior and No Regret
Felix Schur, Parnian Kassraie, Jonas Rothfuss +1
Machine learning algorithms are often repeatedly applied to problems with similar structure over and over again. We focus on solving a sequence of bandit optimization tasks and dev…