Test-Time Collective Action: Proxy-Based Perturbations for Correcting Algorithmic Harms

Meghana Bhange, Ulrich Aïvodji, Elliot Creager

When machine learning systems under-perform for particular subgroups, affected users typically have no way to correct these disparities without relying on platform-level fixes. Exi…