Double Stochasticity Gazes Faster: Snap-Shot Decentralized Stochastic Gradient Tracking Methods
Hao Di, Haishan Ye, Xiangyu Chang, Guang Dai, Ivor W. Tsang
2024年份
4被引次数
3顶会引用
摘要
date SS DSGT's superior performance in the general communication network topology and exhibit better practical performance of ASS DSGT on the specified W compared to DSGT.
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引用它的顶会 Paper3
- Improved Convergence Analysis of Topology Dependence in Decentralized SGDYuki Takezawa, Anastasiia Koloskova, Sebastian StichICML 2026
- Towards Faster Decentralized Stochastic Optimization with Communication CompressionRustem Islamov, Yuan Gao, Sebastian U. StichICLR 2025
- Scalable Decentralized Learning with TeleportationYuki Takezawa, Sebastian U. StichICLR 2025
它引用的顶会 Paper5
- A Unified Theory of Decentralized SGD with Changing Topology and Local UpdatesAnastasia Koloskova, Nicolas Loizou, Sadra Boreiri, Martin Jaggi 等ICML 2020 · 被引用 623 次
- An Improved Analysis of Gradient Tracking for Decentralized Machine LearningAnastasia Koloskova, Tao Lin, Sebastian U. StichNeurIPS 2021 · 被引用 148 次
- Optimal Complexity in Decentralized TrainingYucheng Lu, Christopher De SaICML 2021 · 被引用 95 次
- Decentralized Accelerated Proximal Gradient DescentHaishan Ye, Ziang Zhou, Luo Luo, Tong ZhangNeurIPS 2020 · 被引用 37 次
- Asynchronous Decentralized Online LearningJiyan Jiang, Wenpeng Zhang, Jinjie Gu, Wenwu ZhuNeurIPS 2021 · 被引用 26 次
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