mlsanityData to 14 Oct 2026

A Comprehensive Content Verification System for ensuring Digital Integrity in the Age of Deep Fakes

arXiv 2411.19750 ↗First posted 29 Nov 2024cs.CR cs.CV cs.ETcited by 0

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Abstract (arXiv)

In an era marked by the widespread sharing of digital content, the need for a robust content-integrity verification goes beyond the confines of individual social media platforms. While verified profiles (such as blue ticks on platforms like Instagram and X) have become synonymous with credibility, the content they share often traverses a complex network of interconnected platforms, by means of re-sharing, re-posting, etc., leaving a void in the authentication process of the content itself. With the advent of easily accessible AI tools (like DALL-E, Sora, and the tools that are explicitly built for generating deepfakes & face swaps), the risk of misinformation through social media platforms is growing exponentially. This paper discusses a solution, a Content Verification System, designed to authenticate images and videos shared as posts or stories across the digital landscape. Going beyond the limitations of blue ticks, this system empowers individuals and influencers to validate the authenticity of their digital footprint, safeguarding their reputation in an interconnected world.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). First posted on arXiv 29 Nov 2024.

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