Min Zhang

Modern ad delivery systems rely on multi-stage ranking pipelines in which retrieval, early ranking, and final ranking progressively refine candidate sets. While this architecture scales well, limited cross-stage coordination often leads to redundancy: early stages forward candidates that are high...