Kuaishou Tech

Sep 23, 2025 · Artificial Intelligence

How Generative Reinforcement Learning is Revolutionizing Real-Time Bidding

This article explains the core challenges of real‑time bidding, traces the evolution from PID to MPC to reinforcement learning, and details how generative reinforcement‑learning techniques such as GAVE and CBD combine diffusion models, value‑guided exploration, and score‑based return‑to‑go to dramatically improve ad‑bid efficiency and revenue.