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1 result for “QWO”

QWO: Speeding Up Permutation-Based Causal Discovery in LiGAMscs.LG

QWO speeds up causal discovery in LiGAMs by $O(n^2)$ .

problem Scalability issues in permutation-based causal discovery methods for LiGAMs.

method Constructing a specific DAG for a permutation and searching over permutations to minimize edge count.

result QWO achieves a speed-up of

O(n^2)

compared to state-of-the-art methods.

causal discovery LiGAMs permutation-based methods scalability QWO

2024-10-30abs ↗pdf ↗