“…For improving the price of anarchy via mechanism design, present additive boosts based on advertisers' values, Balseiro et al (2021a) leverage reserve prices derived from machine-learned predictions, and Liaw et al (2023); Mehta (2022) incorporate randomization into the auction rules. On the bidding side, there is a series of work for online bidding with budget constraints (Balseiro et al, 2021c;Balseiro and Gur, 2019;Balseiro et al, 2023bBalseiro et al, , 2022Gaitonde et al, 2023), with both budget and ROI constraints (Balseiro et al, 2023a;Gao et al, 2023;Golrezaei et al, 2021;, and their variants in the context of multi-channel bidding (Deng et al, 2023a;Susan et al, 2023).…”