Sorawit Saengkyongam

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 11

Top Topics

Identically Distributed

Efficient Computation

Abductive Reasoning

Causal Inference

Top Venues

J. Mach. Learn. Res.

IEEE Trans. Pattern Anal. Mach. Intell.

Publications

Sorawit Saengkyongam, Elan Rosenfeld, Pradeep Kumar Ravikumar, Niklas Pfister, Jonas Peters
Identifying Representations for Intervention Extrapolation. ICLR (2024)
Sorawit Saengkyongam, Nikolaj Thams, Jonas Peters, Niklas Pfister
Invariant Policy Learning: A Causal Perspective. IEEE Trans. Pattern Anal. Mach. Intell. 45 (7) (2023)
Sorawit Saengkyongam, Niklas Pfister, Predrag V. Klasnja, Susan Murphy, Jonas Peters
Effect-Invariant Mechanisms for Policy Generalization. CoRR (2023)
Sorawit Saengkyongam, Elan Rosenfeld, Pradeep Ravikumar, Niklas Pfister, Jonas Peters
Identifying Representations for Intervention Extrapolation. CoRR (2023)
Sorawit Saengkyongam, Leonard Henckel, Niklas Pfister, Jonas Peters
Exploiting Independent Instruments: Identification and Distribution Generalization. CoRR (2022)
Sorawit Saengkyongam, Leonard Henckel, Niklas Pfister, Jonas Peters
Exploiting Independent Instruments: Identification and Distribution Generalization. ICML (2022)
Sorawit Saengkyongam, Nikolaj Thams, Jonas Peters, Niklas Pfister
Invariant Policy Learning: A Causal Perspective. CoRR (2021)
Krikamol Muandet, Motonobu Kanagawa, Sorawit Saengkyongam, Sanparith Marukatat
Counterfactual Mean Embeddings. J. Mach. Learn. Res. 22 (2021)
Sorawit Saengkyongam, Ricardo Silva
Learning Joint Nonlinear Effects from Single-variable Interventions in the Presence of Hidden Confounders. UAI (2020)
Sorawit Saengkyongam, Anthony J. Hayter, Seksan Kiatsupaibul, Wei Liu
Efficient computation of the stochastic behavior of partial sum processes. Comput. Stat. 35 (1) (2020)
Krikamol Muandet, Motonobu Kanagawa, Sorawit Saengkyongam, Sanparith Marukatat
Counterfactual Mean Embedding: A Kernel Method for Nonparametric Causal Inference. CoRR (2018)