Eric Tchetgen Tchetgen
6 papers · 2021–2024 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Silver
🗺️
Taxonomy Completionist
(14)
🐣
Hot Topic Early Bird
🌈
Renaissance Researcher
(5)
Venues
Top co-authors
Research topics
Keywords
causal inference
(3)
proximal causal inference
(2)
treatment effect
(2)
average treatment effect
(2)
synthetic data generation
(1)
nonparametric estimation
(1)
machine learning
(1)
observational study
(1)
convergence rate
(1)
propensity score
(1)
influence function
(1)
deep generative model
(1)
doubly robust estimator
(1)
semiparametric efficiency
(1)
kernel machine learning
(1)
instrumental variable
(1)
synthetic control
(1)
adaptive estimation
(1)
continuous treatment
(1)
doubly robust method
(1)
Papers
Proximal Causal Inference for Synthetic Control with Surrogates
AISTATS 2024
End-to-End Balancing for Causal Continuous Treatment-Effect Estimation
ICML 2022
Minimax Kernel Machine Learning for a Class of Doubly Robust Functionals with Application to Proximal Causal Inference
AISTATS 2022
Selective Machine Learning of the Average Treatment Effect with an Invalid Instrumental Variable
JMLR 2022
Validating Causal Inference Methods
ICML 2022
Adaptive estimation of nonparametric functionals
JMLR 2021