Personalized Title Generation and Automatic Cover Image Synthesis for Content Feeds
This article presents a comprehensive overview of personalized title generation—covering keyword‑based, click‑sequence‑based, and author‑style‑based methods using transformer and LSTM models—and describes an end‑to‑end pipeline for automatic cover image synthesis that combines image restoration, Seq2Seq key‑phrase extraction, object detection, and layout generation to improve user engagement in information‑flow scenarios.
