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stat.ML2026
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…
cs.LG2026
Identifying Latent Actions and Dynamics from Offline Data via Demonstrator Diversity
Felix Schur
Can latent actions and environment dynamics be recovered from offline trajectories when actions are never observed? We study this question in a setting where trajectories are actio…
stat.ML2026
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…