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Sorawit Saengkyongam

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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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Exploiting Independent Instruments: Identification and Distribution Generalization

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

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Invariant Policy Learning: A Causal Perspective

Jun 07, 2021
Sorawit Saengkyongam, Nikolaj Thams, Jonas Peters, Niklas Pfister

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Learning Joint Nonlinear Effects from Single-variable Interventions in the Presence of Hidden Confounders

Jun 16, 2020
Sorawit Saengkyongam, Ricardo Silva

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Counterfactual Mean Embedding: A Kernel Method for Nonparametric Causal Inference

May 22, 2018
Krikamol Muandet, Motonobu Kanagawa, Sorawit Saengkyongam, Sanparith Marukatat

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