cs.AI updates on arXiv.org 07月15日 12:24
A Multi-Level Strategy for Deepfake Content Moderation under EU Regulation
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本文通过文献综述,分析了欧盟对深伪技术的监管要求,评估了现有标记、检测和标签方法的效能,并提出了一种结合现有方法优势的多层次策略,以应对在线平台上的大量内容。

arXiv:2507.08879v1 Announce Type: cross Abstract: The growing availability and use of deepfake technologies increases risks for democratic societies, e.g., for political communication on online platforms. The EU has responded with transparency obligations for providers and deployers of Artificial Intelligence (AI) systems and online platforms. This includes marking deepfakes during generation and labeling deepfakes when they are shared. However, the lack of industry and enforcement standards poses an ongoing challenge. Through a multivocal literature review, we summarize methods for marking, detecting, and labeling deepfakes and assess their effectiveness under EU regulation. Our results indicate that individual methods fail to meet regulatory and practical requirements. Therefore, we propose a multi-level strategy combining the strengths of existing methods. To account for the masses of content on online platforms, our multi-level strategy provides scalability and practicality via a simple scoring mechanism. At the same time, it is agnostic to types of deepfake technology and allows for context-specific risk weighting.

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深伪技术 欧盟监管 检测策略 多层次方法 在线平台
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