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