Billion-Scale Thumbnail Optimization for Uncurated Short-Form Videos via Multi-Armed Bandits

This paper introduces a real-time thumbnail optimization system deployed at a global $O(B)$ scale on a major short-form video platform. Unlike traditional long-form content, where custom thumbnails are heavily curated by creators, a considerable fraction of short-form videos are published without hu