2 papers
cs.AI2026
Causal Identification from Counterfactual Data: Completeness and Bounding Results
Arvind Raghavan, Elias Bareinboim
Previous work establishing completeness results for counterfactual identification has been circumscribed to the setting where the input data belongs to observational or interventio…
cs.AI2025
Counterfactual Realizability
Arvind Raghavan, Elias Bareinboim
It is commonly believed that, in a real-world environment, samples can only be drawn from observational and interventional distributions, corresponding to Layers 1 and 2 of the Pea…