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GT-STORM: Taming Sample, Communication, and Memory Complexities in Decentralized Non-Convex Learning


May 19, 2021
Xin Zhang, Jia Liu, Zhengyuan Zhu, Elizabeth S. Bentley


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Private and Communication-Efficient Edge Learning: A Sparse Differential Gaussian-Masking Distributed SGD Approach


Jan 19, 2020
Xin Zhang, Minghong Fang, Jia Liu, Zhengyuan Zhu


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Distributed Linear Model Clustering over Networks: A Tree-Based Fused-Lasso ADMM Approach


May 28, 2019
Xin Zhang, Jia Liu, Zhengyuan Zhu


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Regression-Enhanced Random Forests


Apr 23, 2019
Haozhe Zhang, Dan Nettleton, Zhengyuan Zhu

* In JSM Proceedings (2017), Section on Statistical Learning and Data Science, Alexandria, VA: American Statistical Association. 636 -- 647 
* 12 pages, 5 figures 

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Spatial CUSUM for Signal Region Detection


Apr 05, 2019
Xin Zhang, Zhengyuan Zhu


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Taming Convergence for Asynchronous Stochastic Gradient Descent with Unbounded Delay in Non-Convex Learning


May 24, 2018
Xin Zhang, Jia Liu, Zhengyuan Zhu


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Spatial Multiresolution Cluster Detection Method


May 09, 2012
Lingsong Zhang, Zhengyuan Zhu


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