SocialDF: Benchmark Dataset and Detection Model for Mitigating Harmful Deepfake Content on Social Media Platforms

Arnesh Batra, Jashn Khemani, Arush Gumber, Anushk Kumar, Arhan Jain, Somil Gupta · 2025

The rapid advancement of deep generative models has significantly improved the realism of synthetic media, presenting both opportunities and security challenges.While deepfake technology has valuable applications in entertainment and accessibility, it has emerged as a potent vector for misinformation campaigns, particularly on social media.Existing detection frameworks struggle to distinguish between benign and adversarially generated deepfakes engineered to manipulate public perception.

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