Sorawit Saengkyongam
5 papers · 2020–2024 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(11)
🐣
Hot Topic Early Bird
Top co-authors
Research topics
Artificial Intelligence
(5)
Machine Learning
(4)
Core AI
(4)
Application Areas
(2)
Knowledge & Reasoning
(1)
Reinforcement Learning
(1)
Bayesian & Probabilistic · Artificial Intelligence
(1)
Bayesian & Probabilistic · Machine Learning
(1)
Core Methods
(1)
Learning Paradigms
(1)
Learning Types
(1)
Methods
(1)
Optimization & Theory
(1)
Reasoning
(1)
Keywords
causal inference
(4)
representation learning
(1)
reinforcement learning
(1)
zero-shot learning
(1)
domain generalization
(1)
reproducing kernel hilbert space
(1)
nonparametric estimation
(1)
hidden confounding
(1)
policy generalization
(1)
structural causal model
(1)
invariant learning
(1)
unobserved confounding
(1)
counterfactual inference
(1)
distributional treatment effect
(1)
instrumental variable
(1)
nonlinear continuous model
(1)
joint intervention
(1)
causal function
(1)
distribution generalization
(1)
higher moment
(1)
Papers
Effect-Invariant Mechanisms for Policy Generalization
JMLR 2024
Identifying Representations for Intervention Extrapolation
ICLR 2024
Exploiting Independent Instruments: Identification and Distribution Generalization
ICML 2022
Counterfactual Mean Embeddings
JMLR 2021
Learning Joint Nonlinear Effects from Single-variable Interventions in the Presence of Hidden Confounders
UAI 2020