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SNAP: Sequential Non-Ancestor Pruning for Targeted Causal Effect Estimation With an Unknown Graph
Causal discovery can be computationally demanding for large numbers of variables. If we
only wish to estimate the causal effects on a small subset of target variables, we might not …
only wish to estimate the causal effects on a small subset of target variables, we might not …
Local Causal Discovery for Structural Evidence of Direct Discrimination
Identifying the causal pathways of unfairness is a critical objective in improving policy design
and algorithmic decision-making. Prior work in causal fairness analysis often requires …
and algorithmic decision-making. Prior work in causal fairness analysis often requires …
LoSAM: Local Search in Additive Noise Models with Unmeasured Confounders, a Top-Down Global Discovery Approach
We address the challenge of causal discovery in structural equation models with additive
noise without imposing additional assumptions on the underlying data-generating process …
noise without imposing additional assumptions on the underlying data-generating process …