Sorawit Saengkyongam

14 papers A* 2A 1Journal 11
YearRankTypeTitle / Venue / Authors
2026 J jnl
Anti-causal domain generalization: Leveraging unlabeled data.
CoRR
Sorawit Saengkyongam, Juan L. Gamella, Andrew C. Miller, Jonas Peters, Nicolai Meinshausen, Christina Heinze-Deml
2025 J jnl
Hybrid Modeling of Photoplethysmography for Non-invasive Monitoring of Cardiovascular Parameters.
CoRR
Emanuele Palumbo, Sorawit Saengkyongam, Maria R. Cervera, Jens Behrmann, Andrew C. Miller, Guillermo Sapiro, Christina Heinze-Deml, Antoine Wehenkel
2024 J jnl
Effect-Invariant Mechanisms for Policy Generalization.
J. Mach. Learn. Res.
Sorawit Saengkyongam, Niklas Pfister, Predrag Klasnja, Susan A. Murphy, Jonas Peters
2024 A* conf
Identifying Representations for Intervention Extrapolation.
ICLR
Sorawit Saengkyongam, Elan Rosenfeld, Pradeep Kumar Ravikumar, Niklas Pfister, Jonas Peters
2023 J jnl
Effect-Invariant Mechanisms for Policy Generalization.
CoRR
Sorawit Saengkyongam, Niklas Pfister, Predrag V. Klasnja, Susan A. Murphy, Jonas Peters
2023 J jnl
Identifying Representations for Intervention Extrapolation.
CoRR
Sorawit Saengkyongam, Elan Rosenfeld, Pradeep Ravikumar, Niklas Pfister, Jonas Peters
2023 J jnl
Invariant Policy Learning: A Causal Perspective.
IEEE Trans. Pattern Anal. Mach. Intell.
Sorawit Saengkyongam, Nikolaj Thams, Jonas Peters, Niklas Pfister
2022 A* conf
Exploiting Independent Instruments: Identification and Distribution Generalization.
ICML
Sorawit Saengkyongam, Leonard Henckel, Niklas Pfister, Jonas Peters
2022 J jnl
Exploiting Independent Instruments: Identification and Distribution Generalization.
CoRR
Sorawit Saengkyongam, Leonard Henckel, Niklas Pfister, Jonas Peters
2021 J jnl
Counterfactual Mean Embeddings.
J. Mach. Learn. Res.
Krikamol Muandet, Motonobu Kanagawa, Sorawit Saengkyongam, Sanparith Marukatat
2021 J jnl
Invariant Policy Learning: A Causal Perspective.
CoRR
Sorawit Saengkyongam, Nikolaj Thams, Jonas Peters, Niklas Pfister
2020 J jnl
Efficient computation of the stochastic behavior of partial sum processes.
Comput. Stat.
Sorawit Saengkyongam, Anthony J. Hayter, Seksan Kiatsupaibul, Wei Liu
2020 A conf
Learning Joint Nonlinear Effects from Single-variable Interventions in the Presence of Hidden Confounders.
UAI
Sorawit Saengkyongam, Ricardo Silva
2018 J jnl
Counterfactual Mean Embedding: A Kernel Method for Nonparametric Causal Inference.
CoRR
Krikamol Muandet, Motonobu Kanagawa, Sorawit Saengkyongam, Sanparith Marukatat