Model Monotonicity in Autobidding Auctions: When Do Better Predictions Lead to Better Outcomes?

Ashwinkumar Badanidiyuru

Online advertising platforms rely on machine learning models to predict click-through rates (pCTR) and conversion rates (pCVR) for auction mechanisms. We introduce a novel framewor…