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Byzantine Stochastic Gradient Descent

Neural Information Processing Systems

This paper studies the problem of distributed stochastic optimization in an adversarial setting where, out of $m$ machines which allegedly compute stochastic gradients every iteration, an $\alpha$-fraction are Byzantine, and may behave adversarially.

  artificial intelligence, machine learning, stochastic gradient descent dan alistarh, (8 more...)
  Technology: Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning > Gradient Descent (1.00)

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Byzantine Stochastic Gradient Descent

Neural Information Processing Systems

This paper studies the problem of distributed stochastic optimization in an adversarial setting where, out of $m$ machines which allegedly compute stochastic gradients every iteration, an $\alpha$-fraction are Byzantine, and may behave adversarially.

  artificial intelligence, machine learning, stochastic gradient descent dan alistarh, (8 more...)
  Technology: Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning > Gradient Descent (1.00)

Add feedback