Tinashe Handina

Strategic Decision Focused Learning

This paper formalizes strategic decision-focused learning, where an ML system predicts an exogenous state that some agents observe before playing a game, and shows the prediction accuracy-equilibrium payoff landscape can be non-monotonic, i.e., better predictions can degrade performance.