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Jonas Peters

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Boosted Control Functions

Oct 09, 2023
Nicola Gnecco, Jonas Peters, Sebastian Engelke, Niklas Pfister

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Identifying Representations for Intervention Extrapolation

Oct 06, 2023
Sorawit Saengkyongam, Elan Rosenfeld, Pradeep Ravikumar, Niklas Pfister, Jonas Peters

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Model-based causal feature selection for general response types

Sep 22, 2023
Lucas Kook, Sorawit Saengkyongam, Anton Rask Lundborg, Torsten Hothorn, Jonas Peters

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Effect-Invariant Mechanisms for Policy Generalization

Jun 27, 2023
Sorawit Saengkyongam, Niklas Pfister, Predrag Klasnja, Susan Murphy, Jonas Peters

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Unfair Utilities and First Steps Towards Improving Them

Jun 01, 2023
Frederik Hytting Jørgensen, Sebastian Weichwald, Jonas Peters

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Identifiability of Sparse Causal Effects using Instrumental Variables

Mar 22, 2022
Niklas Pfister, Jonas Peters

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Identifying Causal Effects using Instrumental Time Series: Nuisance IV and Correcting for the Past

Mar 11, 2022
Nikolaj Thams, Rikke Søndergaard, Sebastian Weichwald, Jonas Peters

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Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning

Feb 12, 2022
Sebastian Weichwald, Søren Wengel Mogensen, Tabitha Edith Lee, Dominik Baumann, Oliver Kroemer, Isabelle Guyon, Sebastian Trimpe, Jonas Peters, Niklas Pfister

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Exploiting Independent Instruments: Identification and Distribution Generalization

Feb 03, 2022
Sorawit Saengkyongam, Leonard Henckel, Niklas Pfister, Jonas Peters

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