Learning to Bid with Unknown Private Values in Budget-Constrained First-Price Auctions

Zihao Hu, Yuxiao Wen, Yuan Yao +2

We study the operational problem of automated bidding in repeated first-price auctions under budget and return-on-spend (RoS) constraints. In this setting, an auto-bidder must tran…