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