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Niklas Pfister

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Extrapolation-Aware Nonparametric Statistical Inference

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Feb 15, 2024
Niklas Pfister, Peter Bühlmann

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Perturbation-based Analysis of Compositional Data

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Nov 30, 2023
Anton Rask Lundborg, Niklas Pfister

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Boosted Control Functions

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

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Identifying Representations for Intervention Extrapolation

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

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Effect-Invariant Mechanisms for Policy Generalization

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

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Supervised Learning and Model Analysis with Compositional Data

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May 15, 2022
Shimeng Huang, Elisabeth Ailer, Niki Kilbertus, Niklas Pfister

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Identifiability of Sparse Causal Effects using Instrumental Variables

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Mar 22, 2022
Niklas Pfister, Jonas Peters

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

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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

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

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