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 …

Constrained off-policy learning over heterogeneous information for fairness-aware recommendation

X Wang, Q Li, D Yu, Q Li, G Xu - ACM Transactions on Recommender …, 2024 - dl.acm.org
Fairness-aware recommendation eliminates discrimination issues to build trustworthy
recommendation systems. Existing fairness-aware approaches ignore accounting for rich …