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Ruocheng Guo

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#artificial intelligence Preprint Sep 2026

Beyond Conditional Independence: Root Cause Analysis with Deep Causal Models

Root cause analysis (RCA) is a critical problem in many real-world scenarios. RCA enables the identification of faulty or failing mechanisms in a system by comparing anomalous observations with corresponding reference (i.e., regular) observations. However, existing approaches rely either on heuristic methods or on cond...

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