Toward Generalized Detection of Synthetic Media: Limitations, Challenges, and the Path to Multimodal Solutions

arXiv:2511.11116 · cs.CV, cs.NE · Submitted 2025-11-14 · Read on arXiv

cs.CV, cs.NE

Submitted: 2025-11-14

Updated: 2025-11-14

Terminology

• Artificial Intelligence (AI) — 1× in this paper · explained in 2 episodes
• Convolutional Neural Networks (CNNs) — 1× in this paper · explained in 3 episodes
• Diffusion Model — 1× in this paper · explained in 10 episodes
• Diffusion Models — 1× in this paper · explained in 9 episodes
• Generative Adversarial Networks (GANs) — 1× in this paper · explained in 3 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Transformers — 1× in this paper · explained in 2 episodes

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