Model Autophagy Disorder.pdf

2307.01850.pdf
Preview of Model Autophagy Disorder
🔗 Source: arxiv.org
📊 Size: 25.2 MB
📄 Pages: 31 pages
⬇️ Downloads: 84

Summary

Seismic advances in generative AI algorithms have led to the use of synthetic data to train next-generation models, creating an autophagous loop whose properties are poorly understood. Without enough fresh real data, future generative models are doomed to have their quality or diversity progressively decrease, a condition termed Model Autophagy Disorder (MAD). Repeating the process of training on synthetic data amplifies artifacts and biases, and may dilute data diversity.

Description

Seismic advances in generative AI algorithms have led to the use of synthetic data to train next-generation models, creating an autophagous loop whose...

Technical Information

  • File Format: PDF
  • File Size: 25.2 MB
  • Pages: 31
  • Language: EN
  • Total Downloads: 84
  • Last Updated: 1 month ago

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This PDF document about Model Autophagy Disorder provides comprehensive information and guidance. Whether you're a beginner or advanced user, this resource offers valuable insights into Model Autophagy Disorder.

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