Author

Huiping Chen

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Preprint Aug 2026

FairReL: Deepfake Detection using Fairness-Aware Representation Learning

FairReL is proposed, a fairness-aware representation-learning framework that targets both components with dedicated demographic supervision and improves unseen-dataset AUC by 3.9% while reducing subgroup FPR disparity by 10.2%.

Xiaoman Lu, Jiaqi Li, Shun-Tian Zheng et al. · 0 citations