Concepedia

Xiangru Lian

XL

24

Publications

2.3K

Citations

20

H-Index

2013

Active since

Affiliations

University of Rochester(Current)

Kuaishou (China)

University of California, Davis

Texas A&M University

Xiangru Lian is an author at University of Rochester specializing in engineering, computer science, and machine learning.

Top concepts

EngineeringComputer ScienceMachine LearningParallel ComputingComputer EngineeringParallel ProgrammingDistributed LearningData ScienceDeep LearningDistributed Algorithms

Publications per year

2013–2022

24

Publications

24

Can Decentralized Algorithms Outperform Centralized Algorithms? A Case Study for Decentralized Parallel Stochastic Gradient Descent

Xiangru Lian, Ce Zhang, Huan Zhang et al. · Neural Information Processing Systems · 2017 · 442 citations

Cluster Computing, Engineering, Machine Learning +19

Can Decentralized Algorithms Outperform Centralized Algorithms? A Case Study for Decentralized Parallel Stochastic Gradient Descent

Xiangru Lian, Ce Zhang, Huan Zhang et al. · arXiv (Cornell University) · 2017 · 406 citations · Full text

Cluster Computing, Engineering, Machine Learning +19

Asynchronous Parallel Stochastic Gradient for Nonconvex Optimization

Xiangru Lian, Yijun Huang, Yuncheng Li et al. · arXiv (Cornell University) · 2015 · 237 citations · Full text

Asynchronous Parallel Implementations, Nondifferentiable Optimization, Engineering +15

Asynchronous Parallel Stochastic Gradient for Nonconvex Optimization

Xiangru Lian, Yijun Huang, Yuncheng Li et al. · arXiv (Cornell University) · 2015 · 214 citations · Full text

Asynchronous Parallel Implementations, Nondifferentiable Optimization, Engineering +15

D$^2$: Decentralized Training over Decentralized Data

Hanlin Tang, Xiangru Lian, Ming Yan et al. · arXiv (Cornell University) · 2018 · 184 citations · Full text

Engineering, Machine Learning, Distributed Algorithms +20

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