Rui Guo

Two-Stage Auctions with Bid Refinement for Online Advertising

To balance prediction accuracy and system latency, large-scale online ad auctions employ two-stage architectures. These systems first retrieve a candidate ads subset using coarse quality metrics before finalizing auction outcomes with refined metrics. However, existing implementations typically elicit user-specific bid...