Beyond Conditional Independence: Root Cause Analysis with Deep Causal Models
RCA-DCM improves top-1 accuracy over the strongest baseline on both Sock Shop and Online Boutique, and when the true root cause in the causal chamber is unobserved and acts as a latent confounder, it recovers the exact root-cause set more often than any competing method.
Md. Musfiqur Rahman, Kenneth Lee, Zi-Wei Jiang et al.
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