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

Artificial intelligence (AI) in media has advanced rapidly over the last decade. The introduction of Generative Adversarial Networks (GANs) improved the quality of photorealistic image generation. Diffusion models later brought a new era of generative media. These advances made it difficult to separ