Randomly Wrong Signals: Bayesian Auction Design with ML Predictions

Ilan Lobel, Humberto Moreira, Omar Mouchtaki

Machine learning can help sellers predict buyers' willingness to pay, but its predictions may be plausible and yet entirely unrelated to a buyer's value. We introduce a Bayesian au…