Prediction Is Not Memory: Dual-Timescale Gated Profile Writing for Persistent User Modeling

Ziyide Li

Persistent user profiles increasingly serve as reusable memory in recommender systems, but common update pipelines conflate two decisions: predicting an interaction and deciding wh…