Author

P. Jonnalagedda

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#artificial intelligence Preprint Sep 2026

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. · 0 citations

Preprint Aug 2026

Observational Policy Ranking for SMB Financial Guidance from Multi-Action Accounting Logs

Covariate-Adjusted Residual Policy Learning (CAR-PL) is introduced, an action-wise R-learner that operates directly on multi-hot logs and regularizes selection by observational support and support objective-specific ranking of SMB financial guidance from multi-action accounting logs.

Shrutendra Harsola, Vignesh T. Subrahmaniam, Vikas Raturi et al. · 0 citations