AVCG: A Generalized Variational Framework for Counterfactual Generation under Hypothesis Distributions
The Amortized Variational Counterfactual Generator (AVCG), a generalized optimization framework that formulates counterfactual generation as optimization over an arbitrary distribution of plausible predictive hypotheses rather than a single deterministic predictor, is proposed.
J. Duell, Alejandro Jimenez Rodriguez, Mahault Albarracin
· 0 citations