Designing Robust Learners

Designing Robust Learners

Simons Institute via YouTube Direct link

Extension to other perturbations (W)

13 of 15

13 of 15

Extension to other perturbations (W)

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Designing Robust Learners

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  1. 1 Intro
  2. 2 Motivation
  3. 3 The Difficulty
  4. 4 Context and Overview
  5. 5 Setting
  6. 6 Warm-up: TV, mean estimation
  7. 7 Modulus: Examples
  8. 8 Finite-sample estimation
  9. 9 General TV case
  10. 10 Resilience: Arbitrary loss
  11. 11 Example: Linear regression
  12. 12 Example: Covariance estimation
  13. 13 Extension to other perturbations (W)
  14. 14 Friendly perturbation: formal definition
  15. 15 Resilience for W

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