Ciarán Mark Gilligan-Lee
4 papers · 2023–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Silver
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Keywords
causal effect
(2)
treatment effect
(2)
causal inference
(2)
observational study
(1)
structural causal model
(1)
causal model
(1)
observational data
(1)
unobserved confounding
(1)
instrumental variable
(1)
synthetic control
(1)
regression residual
(1)
interference bia
(1)
covariates
(1)
local interference
(1)
semi-parametric
(1)
true average causal effect
(1)
gaussian process
(1)
sensitivity analysis
(1)
Papers
Local Interference: Removing Interference Bias in Semi-Parametric Causal Models
CLeaR 2025
The Hardness of Validating Observational Studies with Experimental Data
AISTATS 2025
Estimating long-term causal effects from short-term experiments and long-term observational data with unobserved confounding
CLeaR 2023
Non-parametric identifiability and sensitivity analysis of synthetic control models
CLeaR 2023