Understanding and Scaling Collaborative Filtering Optimization from the Perspective of Matrix Rank

Donald Loveland, Xinyi Wu, Tong Zhao +3

Collaborative Filtering (CF) methods dominate real-world recommender systems given their ability to learn high-quality, sparse ID-embedding tables that effectively capture user pre…