Kernel Space Conditional Distribution Alignment for Improving Group Fairness in Deepfake Detection
Published in Transactions on Machine Learning Research, 2025
This paper proposes a novel bias mitigation objective for deepfake detection. Furthermore, it develops a rigorous bias evaluation scheme for skin tone and examines fairness/utility trade-off in the deepfake detection realm.
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