AI RESEARCH

RobustSora: De-Watermarked Benchmark for Robust AI-Generated Video Detection

arXiv CS.CV

ArXi:2512.10248v2 Announce Type: replace The proliferation of AI-generated video models poses new challenges to information integrity and digital trust. A key confound, however, remains unaddressed: commercial generators embed visible overlay watermarks for provenance tracking, yet no existing benchmark controls for this variable, leaving open whether detectors learn genuine generation artefacts or merely associate watermark patterns with AI-generated labels.