BloomTech’s Downfall: A Long Time Coming

VOS - Learning What You Don't Know By Virtual Outlier Synthesis

VOS - Learning What You Don't Know By Virtual Outlier Synthesis

Aleksa Gordić - The AI Epiphany via YouTube Direct link

Intro to the OOD problem

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Intro to the OOD problem

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Classroom Contents

VOS - Learning What You Don't Know By Virtual Outlier Synthesis

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  1. 1 Intro to the OOD problem
  2. 2 High-level VOS explanation
  3. 3 Alternative synthesis approach GANs
  4. 4 Diving deeper into the method
  5. 5 Uncertainty loss component
  6. 6 Inference-time OOD detection
  7. 7 Method step-by-step overview
  8. 8 Results
  9. 9 Computational cost
  10. 10 Ablations, visualization
  11. 11 Outro

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