Robust Collaborative Filtering to Popularity Distribution Shift

An Zhang, Wenchang Ma, Jingnan Zheng +2

In leading collaborative filtering (CF) models, representations of users and items are prone to learn popularity bias in the training data as shortcuts. The popularity shortcut tri…