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cs.AI2024
A General Framework on Conditions for Constraint-based Causal Learning
Kai Z. Teh, Kayvan Sadeghi, Terry Soo
Most constraint-based causal learning algorithms provably return the correct causal graph under certain correctness conditions, such as faithfulness. By representing any constraint…
stat.ME2024★ 1 cited
Localised Natural Causal Learning Algorithms for Weak Consistency Conditions
Kai Z Teh, Kayvan Sadeghi, Terry Soo
By relaxing conditions for natural structure learning algorithms, a family of constraint-based algorithms containing all exact structure learning algorithms under the faithfulness…