Counterfactual Cocycles: A Framework for Robust and Coherent Counterfactual Transports

Hugh Dance, Benjamin Bloem-Reddy

Estimating joint distributions (a.k.a. couplings) over counterfactual outcomes is central to personalized decision-making and treatment risk assessment. Two emergent frameworks wit…