Author

Alex Markham

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#machine learning Preprint Oct 2026

Score-Based Learning of Cluster DAGs from Interventions

COARSE is introduced, the first score-based method for this task: it keeps the two-phase structure but, under linear Gaussian assumptions, swaps the constraint-based edge phase for a score-based one, and proves that the procedure runs in polynomial time and, provided the variables affected by each intervention are corr...

Gaetano Tedesco, Alex Markham · 0 citations

#machine learning Preprint Aug 2026

I-FLOP: Fast Learning of Order and Parents from Interventional Data

It is shown that, in the sample limit, I-FLOP recovers a DAG in the same interventional Markov equivalence class as the data-generating DAG, where it performs favorably in terms of both performance and run time.

Liubin Chen, Alex Markham · 0 citations