Haoran Liu

Decoding ML Decision: An Agentic Reasoning Framework for Large-Scale Ranking System

GEARS (Generative Engine for Agentic Ranking Systems), a framework that reframes ranking optimization as an autonomous discovery process within a programmable experimentation environment, and incorporates validation hooks to enforce statistical robustness and filter out brittle policies that overfit short-term signals.