Daniel Kumor
6 papers · 2017–2021 · 2 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 Bronze
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Venues
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Keywords
causal inference
(4)
structural causal model
(3)
imitation learning
(2)
causal identification
(2)
instrumental variable
(2)
reward function
(1)
graphical model
(1)
structural equation model
(1)
causal effect identification
(1)
causal imitation learning
(1)
unobserved confounder
(1)
linear causal model
(1)
linear model
(1)
model testing
(1)
causal assumption
(1)
auxiliary cutset
(1)
total causal effect
(1)
causal imitation
(1)
graph theory
(1)
sequential decision making
(1)
Papers
Sequential Causal Imitation Learning with Unobserved Confounders
NeurIPS 2021
Causal Imitation Learning With Unobserved Confounders
NeurIPS 2020
Efficient Identification in Linear Structural Causal Models with Auxiliary Cutsets
ICML 2020
Efficient Identification in Linear Structural Causal Models with Instrumental Cutsets
NeurIPS 2019
Sensitivity Analysis of Linear Structural Causal Models
ICML 2019
Identification and Model Testing in Linear Structural Equation Models using Auxiliary Variables
ICML 2017