Author

Muhammad Umar Farooq

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Jul 2026

Uncertainty-Aware Deepfake Detection via Multi-View Structural Learning

An uncertainty-aware deepfake detection framework that identifies manipulations through inconsistencies across complementary evidence sources by introducing Inter-Branch Disagreement Calibration (IBDC), a disagreement-aware uncertainty modeling mechanism that links predictive uncertainty to conflicts among evidence streams.

Muhammad Umar Farooq, Kutub Uddin, Awais Khan et al. · arXiv.org · 1 citation