Yifan Cui
4 papers · 2022–2023 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Interdisciplinary Bridge ยท Silver
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Keywords
proxy variable
(2)
causal inference
(2)
offline reinforcement learning
(1)
value function
(1)
kernel regression
(1)
machine learning
(1)
observational data
(1)
proximal causal inference
(1)
conditional average treatment effect
(1)
instrumental variable
(1)
average treatment effect
(1)
treatment regime
(1)
multiply robust estimation
(1)
unmeasured confounding
(1)
optimal treatment regime
(1)
oracle bound
(1)
confounding bridge
(1)
pessimistic model selection
(1)
deep reinforcement learning
(1)
Papers
Optimal Treatment Regimes for Proximal Causal Learning
NeurIPS 2023
Pessimistic Model Selection for Offline Deep Reinforcement Learning
UAI 2023
Proximal Causal Learning of Conditional Average Treatment Effects
ICML 2023
Selective Machine Learning of the Average Treatment Effect with an Invalid Instrumental Variable
JMLR 2022