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CSER: Communication-efficient SGD with Error Reset


Jul 29, 2020
Cong Xie, Shuai Zheng, Oluwasanmi Koyejo, Indranil Gupta, Mu Li, Haibin Lin


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Local AdaAlter: Communication-Efficient Stochastic Gradient Descent with Adaptive Learning Rates


Nov 20, 2019
Cong Xie, Oluwasanmi Koyejo, Indranil Gupta, Haibin Lin


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SLSGD: Secure and Efficient Distributed On-device Machine Learning


Apr 05, 2019
Cong Xie, Sanmi Koyejo, Indranil Gupta


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Asynchronous Federated Optimization


Mar 13, 2019
Cong Xie, Sanmi Koyejo, Indranil Gupta


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Fall of Empires: Breaking Byzantine-tolerant SGD by Inner Product Manipulation


Mar 10, 2019
Cong Xie, Sanmi Koyejo, Indranil Gupta


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Zeno: Byzantine-suspicious stochastic gradient descent


Sep 16, 2018
Cong Xie, Oluwasanmi Koyejo, Indranil Gupta

* Submitted to SysML 2019 

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Phocas: dimensional Byzantine-resilient stochastic gradient descent


May 23, 2018
Cong Xie, Oluwasanmi Koyejo, Indranil Gupta

* Submitted to NIPS 2018. arXiv admin note: substantial text overlap with arXiv:1802.10116 

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Generalized Byzantine-tolerant SGD


Mar 23, 2018
Cong Xie, Oluwasanmi Koyejo, Indranil Gupta


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