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We present Zeno, a technique to make distributed machine learning, particularly Stochastic Gradient Descent (SGD), tolerant to an arbitrary number of faulty workers.
Learning multiple layers of features from tiny images
Krizhevsky, A. and Hinton, G · 2009
Earlier work this paper cites.
Feng, J., Xu, H., and Mannor, S · 2014
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Mlitb: machine learning in the browser
Meeds, E., Hendriks, R., al Faraby, S., Bruntink, M., and Welling, M · 2015
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Miura, K. and Harada, T · 2015
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Machine learning with adversaries: Byzantine tolerant gradient descent
Blanchard, P., Guerraoui, R., Stainer, J., et al · 2017
Cited alongside, same era.
Distributed statistical machine learning in adversarial settings: Byzantine gradient descent
Chen, Y., Su, L., and Xu, J · 2017
Cited alongside, same era.
Byzantine stochastic gradient descent
Alistarh, D., Allen-Zhu, Z., and Li, J · 2018
Cited alongside, same era.
Draco: Byzantine-resilient distributed training via redundant gradients
Chen, L., Wang, H., Charles, Z., and Papailiopoulos, D · 2018
Cited alongside, same era.
Scaling distributed machine learning with the parameter server
Li, M., Andersen, D. G., Park, J. W., Smola, A. J., Ahmed, A., Josifovski, V., Long, J., Shekita, E. J., and Su, B.-Y
Cited in the paper.
Communication efficient distributed machine learning with the parameter server
Li, M., Andersen, D. G., Smola, A. J., and Yu, K
Cited in the paper.
Fault-tolerant multi-agent optimization: Optimal iterative distributed algorithms
Su, L. and Vaidya, N. H
Cited in the paper.
Defending non-bayesian learning against adversarial attacks
Su, L. and Vaidya, N. H
Cited in the paper.
Phocas: dimensional byzantine-resilient stochastic gradient descent
Xie, C., Koyejo, O., and Gupta, I · 2018
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Byzantine-robust distributed learning: Towards optimal statistical rates
Yin, D., Chen, Y., Ramchandran, K., and Bartlett, P · 2018
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Fall of empires: Breaking byzantine-tolerant sgd by inner product manipulation
Xie, C., Koyejo, S., and Gupta, I · 2019
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