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Compressed Communication for Distributed Training: Adaptive Methods and System


May 17, 2021
Yuchen Zhong, Cong Xie, Shuai Zheng, Haibin Lin


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Visual Steering for One-Shot Deep Neural Network Synthesis


Sep 28, 2020
Anjul Tyagi, Cong Xie, Klaus Mueller

* 9 pages, submitted to IEEE Transactions on Visualization and Computer Graphics, 2020 

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SMAP: A Joint Dimensionality Reduction Scheme for Secure Multi-Party Visualization


Jul 30, 2020
Jiazhi Xia, Tianxiang Chen, Lei Zhang, Wei Chen, Yang Chen, Xiaolong Zhang, Cong Xie, Tobias Schreck

* 12 pages, 10 figures. Conditionally accepted by VAST 2020 

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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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Zeno++: robust asynchronous SGD with arbitrary number of Byzantine workers


Mar 17, 2019
Cong Xie

* arXiv admin note: text overlap with arXiv:1805.10032 

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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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Attack RMSE Leaderboard: An Introduction and Case Study


Feb 14, 2018
Cong Xie


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A Scalable and Extensible Framework for Superposition-Structured Models


Mar 08, 2016
Shenjian Zhao, Cong Xie, Zhihua Zhang

* AAAI 2016: 2372-2378 

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Wishart Mechanism for Differentially Private Principal Components Analysis


Nov 19, 2015
Wuxuan Jiang, Cong Xie, Zhihua Zhang

* A full version with technical proofs. Accepted to AAAI-16 

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A New Relaxation Approach to Normalized Hypergraph Cut


Nov 09, 2015
Cong Xie, Wu-Jun Li, Zhihua Zhang


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