Towards Mitigating Dimensional Collapse of Representations in Collaborative Filtering

Huiyuan Chen, Vivian Lai, Hongye Jin +3

Contrastive Learning (CL) has shown promising performance in collaborative filtering. The key idea is to generate augmentation-invariant embeddings by maximizing the Mutual Informa…