Enforcing Conditional Independence for Fair Representation Learning and Causal Image Generation

Jensen Hwa, Qingyu Zhao, Aditya Lahiri +3

Conditional independence (CI) constraints are critical for defining and evaluating fairness in machine learning, as well as for learning unconfounded or causal representations. Tra…