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A Faster $k$-means++ Algorithm


Nov 28, 2022
Jiehao Liang, Somdeb Sarkhel, Zhao Song, Chenbo Yin, Danyang Zhuo

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Bypass Exponential Time Preprocessing: Fast Neural Network Training via Weight-Data Correlation Preprocessing


Nov 25, 2022
Josh Alman, Jiehao Liang, Zhao Song, Ruizhe Zhang, Danyang Zhuo

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Training Overparametrized Neural Networks in Sublinear Time


Aug 09, 2022
Hang Hu, Zhao Song, Omri Weinstein, Danyang Zhuo

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Dynamic Maintenance of Kernel Density Estimation Data Structure: From Practice to Theory


Aug 08, 2022
Jiehao Liang, Zhao Song, Zhaozhuo Xu, Danyang Zhuo

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Sublinear Time Algorithm for Online Weighted Bipartite Matching


Aug 05, 2022
Hang Hu, Zhao Song, Runzhou Tao, Zhaozhuo Xu, Danyang Zhuo

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Serving and Optimizing Machine Learning Workflows on Heterogeneous Infrastructures


May 10, 2022
Yongji Wu, Matthew Lentz, Danyang Zhuo, Yao Lu

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Alpa: Automating Inter- and Intra-Operator Parallelism for Distributed Deep Learning


Jan 28, 2022
Lianmin Zheng, Zhuohan Li, Hao Zhang, Yonghao Zhuang, Zhifeng Chen, Yanping Huang, Yida Wang, Yuanzhong Xu, Danyang Zhuo, Joseph E. Gonzalez, Ion Stoica

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Fast Graph Neural Tangent Kernel via Kronecker Sketching


Dec 04, 2021
Shunhua Jiang, Yunze Man, Zhao Song, Zheng Yu, Danyang Zhuo

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* AAAI 2022 

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TeraPipe: Token-Level Pipeline Parallelism for Training Large-Scale Language Models


Feb 16, 2021
Zhuohan Li, Siyuan Zhuang, Shiyuan Guo, Danyang Zhuo, Hao Zhang, Dawn Song, Ion Stoica

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InstaHide's Sample Complexity When Mixing Two Private Images


Nov 24, 2020
Baihe Huang, Zhao Song, Runzhou Tao, Ruizhe Zhang, Danyang Zhuo

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