155 citations · 1.3k across the 44 of their papers we have counts for
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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…
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…
Entropic Inequality Constraints from -separation Relations in Directed Acyclic Graphs with Hidden Variables
Noam Finkelstein, Beata Zjawin, Elie Wolfe +2
Directed acyclic graphs (DAGs) with hidden variables are often used to characterize causal relations between variables in a system. When some variables are unobserved, DAGs imply a…