Does Learning Require Memorization? A Short Tale About a Long Tail

Does Learning Require Memorization? A Short Tale About a Long Tail

Association for Computing Machinery (ACM) via YouTube Direct link

Interpolation

5 of 16

5 of 16

Interpolation

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Does Learning Require Memorization? A Short Tale About a Long Tail

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  1. 1 Intro
  2. 2 (Over?)fitting the dataset
  3. 3 Label memorization
  4. 4 What about theory?
  5. 5 Interpolation
  6. 6 Hard atypical examples
  7. 7 Subpopulations
  8. 8 Long-tailed data
  9. 9 The tail rears its head
  10. 10 Model
  11. 11 Benefits of fitting
  12. 12 Fitting and memorization
  13. 13 Beyond discrete domains
  14. 14 Coupling
  15. 15 Experimental validation (with Chiyuan Zhang)
  16. 16 Conclusions

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