Saengkyongam, Sorawit

6 publications

JMLR 2024 Effect-Invariant Mechanisms for Policy Generalization Sorawit Saengkyongam, Niklas Pfister, Predrag Klasnja, Susan Murphy, Jonas Peters
ICLR 2024 Identifying Representations for Intervention Extrapolation Sorawit Saengkyongam, Elan Rosenfeld, Pradeep Kumar Ravikumar, Niklas Pfister, Jonas Peters
NeurIPSW 2023 Identifying Representations for Intervention Extrapolation Sorawit Saengkyongam, Elan Rosenfeld, Pradeep Kumar Ravikumar, Niklas Pfister, Jonas Peters
ICML 2022 Exploiting Independent Instruments: Identification and Distribution Generalization Sorawit Saengkyongam, Leonard Henckel, Niklas Pfister, Jonas Peters
JMLR 2021 Counterfactual Mean Embeddings Krikamol Muandet, Motonobu Kanagawa, Sorawit Saengkyongam, Sanparith Marukatat
UAI 2020 Learning Joint Nonlinear Effects from Single-Variable Interventions in the Presence of Hidden Confounders Sorawit Saengkyongam, Ricardo Silva