Improving Generalization by Self-Training & Self Distillation

Improving Generalization by Self-Training & Self Distillation

MITCBMM via YouTube Direct link

Generalization Guarantees

14 of 19

14 of 19

Generalization Guarantees

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Classroom Contents

Improving Generalization by Self-Training & Self Distillation

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  1. 1 Intro
  2. 2 Main Reference
  3. 3 Self-Training
  4. 4 Self-Distillation [Deep Learning]
  5. 5 Self-Distillation More Profound
  6. 6 Learning Functions in Hilbert Space
  7. 7 Unconstrained Form
  8. 8 Intuition
  9. 9 Closed Form Solution
  10. 10 Connections
  11. 11 Challenges
  12. 12 Power Iteration Analogy
  13. 13 Capacity Control
  14. 14 Generalization Guarantees
  15. 15 Revisiting Illustrative Example
  16. 16 Advantage of Near Interpolation
  17. 17 Early Stopping
  18. 18 Deep Learning Experiments
  19. 19 Open Problems

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