Generative models, such as GANs, learn data distributions to produce novel, realistic outputs across various media formats—from photorealistic images to synthetic voices. These architectures are transforming the creative industries and scientific research by enabling the generation of artificial content at unprecedented quality levels. As the technology matures, it raises important questions about authenticity and intellectual property in the digital age.

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