IEEE/ICACT20260070 Slide.03        [Big Slide]       Oral Presentation
Beyond viral images, Generative AI poses severe security risks, including fraud and deepfakes . A notable incident occurred in February 2024, involving a finance clerk scammed out of 25 million dollars following a video call with a deepfake CFO and colleagues . This incident demonstrates that AI-generated content represents a significant cybersecurity threat rather than merely an aesthetic issue. Consequently, effective systems must not only detect fake images but also provide interpretability to explain "generation traces," thereby helping users understand why an image is flagged .

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