ReLoop: A Self-Correction Continual Learning Loop for Recommender Systems

Introduction Models deployed to production often undergo re-training to learn from new user behaviors and improve the predictions. This training loop is demonstrated in the figure below, Training data is collected from user's implicit feedback such...