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[Online] · 2025 · DOI 10.24963/ijcai.2025/854

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Architecture-Adaptive Uncertainty Fusion for Deepfake Detection

cs.CV · 2026-06-04 · unverdicted · novelty 6.0

COF fuses epistemic, aleatoric, calibration, conformal and distributional uncertainties via simplex optimization of Pearson correlation with errors, outperforming alternatives under distribution shift on CelebDF but collapsing with all methods on cross-dataset tests.

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  • Architecture-Adaptive Uncertainty Fusion for Deepfake Detection cs.CV · 2026-06-04 · unverdicted · none · ref 45

    COF fuses epistemic, aleatoric, calibration, conformal and distributional uncertainties via simplex optimization of Pearson correlation with errors, outperforming alternatives under distribution shift on CelebDF but collapsing with all methods on cross-dataset tests.