2 papers
stat.ME2026
General sample size analysis for probabilities of causation: a delta method approach
Tianyuan Cheng, Ruirui Mao, Judea Pearl +1
Probabilities of causation (PoCs), such as the probability of necessity and sufficiency (PNS), are important tools for decision making but are generally not point identifiable. Exi…
stat.ML2026
Learning Probabilities of Causation with Mask-Augmented Data
Shuai Wang, Yizhou Sun, Judea Pearl +1
Probabilities of causation play a central role in modern decision making. Tian and Pearl first introduced formal definitions and derived tight bounds for three binary probabilities…