Randomly Wrong Signals: Bayesian Auction Design with ML Predictions

Ilan Lobel, Humberto Moreira, Omar Mouchtaki

We study auction design when a seller relies on machine-learning predictions of bidders' valuations that may be unreliable. Motivated by modern ML systems that are often accurate b…