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Tightening Information-Theoretic Generalization Bounds with Data-Dependent Estimates with an Application to SGLD - Daniel Roy

Tightening Information-Theoretic Generalization Bounds with Data-Dependent Estimates with an Application to SGLD - Daniel Roy

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Intro

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Tightening Information-Theoretic Generalization Bounds with Data-Dependent Estimates with an Application to SGLD - Daniel Roy

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  1. 1 Intro
  2. 2 The nature of generalization understanding
  3. 3 Open problem
  4. 4 Barriers
  5. 5 Non vacuous bounds
  6. 6 Stochastic gradient dynamics
  7. 7 Expected generalization error
  8. 8 Plot
  9. 9 Conclusion

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