Optimizing KNN-Based Risk Control: From Seed Pools to Scoring Functions

This post provides a systematic framework for improving KNN-based risk detection by focusing on seed pool quality and embedding separability. It emphasizes that the choice of aggregation function is secondary to data distribution, offering practitioners a diagnostic roadmap to move beyond naive retrieval-based scoring.