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Beyond Generator-Specific Shortcuts: Open-World AI-Generated Video Detection via Adversarial Training

arXiv:2610.23906v1 Announce Type: new Abstract: AI-generated video (AIGV) detection is increasingly important for mitigating misinformation, impersonation, and other malicious uses of synthetic media, yet existing detectors often generalize poorly to unseen generators in open-world settings. To bet…

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  1. 2026-10-20 04:00 · arXiv cs.CV
    Beyond Generator-Specific Shortcuts: Open-World AI-Generated Video Detection via Adversarial Training

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