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Arxiv

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Image Credit: Arxiv

A Practical Synthesis of Detecting AI-Generated Textual, Visual, and Audio Content

  • Advances in AI-generated content have raised concerns about misinformation, copyright infringement, security threats, and erosion of public trust.
  • Detection techniques include observation-based strategies, linguistic and statistical analysis, model-based pipelines, watermarking and fingerprinting, and ensemble approaches.
  • The paper highlights the importance of robustness, adaptation to improving generative architectures, and human-in-the-loop verification.
  • Challenges include adversarial transformations, domain generalization, and ethical concerns.

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