Tradeoffs Between Robustness and Accuracy - Percy Liang

Tradeoffs Between Robustness and Accuracy - Percy Liang

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general setup

8 of 21

8 of 21

general setup

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Tradeoffs Between Robustness and Accuracy - Percy Liang

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  1. 1 Introduction
  2. 2 General Robustness Problem
  3. 3 Robust Objective
  4. 4 Discussion
  5. 5 Audience Question
  6. 6 spurious correlations
  7. 7 natural language inference
  8. 8 general setup
  9. 9 training error
  10. 10 brief interlude
  11. 11 what do you do
  12. 12 Regularization
  13. 13 Complexity Modulation
  14. 14 Story
  15. 15 Toy Model
  16. 16 DL vs Upwait
  17. 17 Average Error
  18. 18 Bigger Models
  19. 19 Final remarks
  20. 20 Conclusion
  21. 21 Questions

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