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math.ST2025
Model-oriented Graph Distances via Partially Ordered Sets
Armeen Taeb, F. Richard Guo, Leonard Henckel
A well-defined distance on the parameter space is key to evaluating estimators, ensuring consistency, and building confidence sets. While there are typically standard distances to…
math.ST2021★ 2 cited
A Fast Non-parametric Approach for Local Causal Structure Learning
Mona Azadkia, Armeen Taeb, Peter Bühlmann
We study the problem of causal structure learning with essentially no assumptions on the functional relationships and noise. We develop DAG-FOCI, a computationally fast algorithm f…