Franca Hoffman

Strategic Distribution Shift of Interacting Agents via Coupled Gradient Flows

We propose a novel framework for analyzing the dynamics of distribution shift in real-world systems that captures the feedback loop between learning algorithms and the distributions on which they are deployed. Prior work largely models feedback-induced distribution shift as adversarial or via an ove…