Towards Collaborative Decentralized Learning

Towards Collaborative Decentralized Learning

INSAIT Institute via YouTube Direct link

Byzantine Robust Training

5 of 13

5 of 13

Byzantine Robust Training

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Towards Collaborative Decentralized Learning

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  1. 1 Intro
  2. 2 Gradient Descent
  3. 3 Federated Learning
  4. 4 Evolution
  5. 5 Byzantine Robust Training
  6. 6 Fix: Using history with momentum
  7. 7 Robustness theorem
  8. 8 Robust training: from federated towards decentralized
  9. 9 Byzantine workers in the graph topology
  10. 10 Collaborative Learning
  11. 11 Special Case: Mean Estimation
  12. 12 Personalized learning/optimization
  13. 13 References

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