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stat.ML2026
A Martingale Kernel Independence Test
Felix Laumann, Zhaolu Liu, Mauricio Barahona
The Hilbert-Schmidt Independence Criterion (HSIC) and its joint-independence extension are degenerate -statistics whose data-dependent weighted- null limit…
stat.ML2023★ 1 cited
A continuous Structural Intervention Distance to compare Causal Graphs
Mihir Dhanakshirur, Felix Laumann, Junhyung Park +1
Understanding and adequately assessing the difference between a true and a learnt causal graphs is crucial for causal inference under interventions. As an extension to the graph-ba…