Showing cs.AIShow all
2 papers · 1 filter
cs.AI2026
Bounding Probabilities of Causation with Partial Causal Diagrams
Yuxuan Xie, Ang Li
Probabilities of causation are fundamental to individual-level explanation and decision making, yet they are inherently counterfactual and not point-identifiable from data in gener…
cs.AI2025
Estimating Probabilities of Causation with Machine Learning Models
Shuai Wang, Ang Li
Probabilities of causation play a crucial role in modern decision-making. This paper addresses the challenge of predicting probabilities of causation for subpopulations with insuff…