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stat.ML2025
The observational partial order of causal structures with latent variables
Marina Maciel Ansanelli, Elie Wolfe, Robert W. Spekkens
For two causal structures with the same set of visible variables, one is said to observationally dominate the other if the set of distributions over the visible variables realizabl…
stat.ML2024
Everything that can be learned about a causal structure with latent variables by observational and interventional probing schemes
Marina Maciel Ansanelli, Elie Wolfe, Robert W. Spekkens
What types of differences among causal structures with latent variables are impossible to distinguish by statistical data obtained by probing each visible variable? If the probing…