The Detection Arms Race: A Multimodal Survey of Deepfake Forensics from Pixels to Phonemes
Recent progress in generative deep learning—progressing from early autoencoders and GANs to modern latent diffusion models and neural vocoders—have made synthetic media generation accessible, realistic, and increasingly difficult to identify. While these tools offer productive uses in creative production and accessib...