DPAA Debiases GNN Recommenders by Reweighting Message Passing

arXiv paper 2605.11145 introduces DPAA, a debiasing framework for GNN-based collaborative filtering that applies adaptive weighting during message passing. It effectively counters popularity amplification and outperforms previous debiasing methods on real-world datasets.