156 citations · 235 across the 11 of their papers we have counts for
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stat.ME2026
A Unified Approach to Interpretable Causal Root Cause Attribution
Jing Zhou, Dominik Janzing, Sepp Tsang +2
Understanding why a target metric changes is a fundamental problem in data-driven decision making, beyond anomaly detection alone. We study root cause attribution for metric change…
cs.LG2026
FoundCause: Causal Discovery with Latent Confounders from Observational Data
Patrick Blöbaum, Krishnakumar Balasubramanian, Shiva Prasad Kasiviswanathan
Causal discovery from observational data remains challenging due to the need to recover directed structure and latent confounding without interventions. We propose FoundCause, an a…