Counterfactual explanation for fairness in recommendation

X Wang, Q Li, D Yu, Q Li, G Xu - ACM Transactions on Information …, 2024 - dl.acm.org
Fairness-aware recommendation alleviates discrimination issues to build trustworthy
recommendation systems. Explaining the causes of unfair recommendations is critical, as it …

[HTML][HTML] Neural Causal Graph Collaborative Filtering

X Wang, Q Li, D Yu, W Huang, Q Li, G Xu - Information Sciences, 2024 - Elsevier
Graph collaborative filtering (GCF) has emerged as a prominent method in recommendation
systems, leveraging the power of graph learning to enhance traditional collaborative filtering …