Adversarial Multiplicity: Cherry-Picked Models and the Limits of Disclosure

Cassandra C. Chou, Benjamin Q. Huynh, Allison Koenecke +1

Predictive multiplicity -- where similarly accurate models disagree on individual predictions -- can be leveraged to optimize secondary metrics (e.g., fairness) without loss in pre…