2 papers
cs.AI2026
General Probabilities of Causation with Causal Knowledge
Xin Shu, Zhen Lei, Ang Li
Probabilities of causation (PoCs) characterize individual causal responses that cannot be directly observed and therefore generally require partial identification. Tian and Pearl f…
cs.AI2026
Identification of Probabilities of Causation: from Recursive to Closed-Form Bounds
Xin Shu, Shuai Wang, Ang Li
Probabilities of causation (PoCs) are fundamental quantities for counterfactual analysis and personalized decision making. However, existing analytical results are largely confined…