KV-Direct

Bojie Li, Zhenyuan Ruan, Wencong Xiao, +5

Cluster ComputingEngineeringHigh Performance Computer NetworkEdge ComputingHigh-performance Architecture +11

Efficient and Effective Sparse LSTM on FPGA with Bank-Balanced Sparsity

Shi‐Jie Cao, Chen Zhang, Zhuliang Yao, +6

EngineeringMachine LearningHardware AlgorithmComputer ArchitectureEffective Sparse Lstm +16

G <scp>ra</scp> M

Ming Wu, Fan Yang, Jilong Xue, +6

Cluster ComputingEngineeringComputer ArchitectureGraph DatabaseMap-reduce +14

Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training\n Workloads

Myeongjae Jeon, Shivaram Venkataraman, Amar Phanishayee, +3

arXiv (Cornell University)

An empirical study on program failures of deep learning jobs

Ru Zhang, Wencong Xiao, Hongyu Zhang, +3

Artificial IntelligenceConvolutional Neural NetworkEnterprise DevelopersMachine LearningData Science +12

SeerNet: Predicting Convolutional Neural Network Feature-Map Sparsity Through Low-Bit Quantization

Shi‐Jie Cao, Lingxiao Ma, Wencong Xiao, +5

Feature Map SparsityConvolutional Neural NetworkImage AnalysisMachine LearningData Science +12

Balanced Sparsity for Efficient DNN Inference on GPU

Zhuliang Yao, Shi‐Jie Cao, Wencong Xiao, +2

Proceedings of the AAAI Conference on Artificial Intelligence

Computational ScienceRedundant WeightsEngineeringMachine LearningHardware Acceleration +13

Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training Workloads

Myeongjae Jeon, Shivaram Venkataraman, Amar Phanishayee, +3

arXiv (Cornell University)

Cluster ComputingEngineeringMachine LearningMachine Learning ToolBig Data Analytics +21

Multi-tenant GPU Clusters for Deep Learning Workloads: Analysis and Implications

Myeongjae Jeon, Shivaram Venkataraman, Amar Phanishayee, +3

Multi-tenant Gpu ClustersCluster ComputingEngineeringMachine LearningGpu Benchmarking +21

TUX 2 : distributed graph computation for machine learning

Wencong Xiao, Jilong Xue, Youshan Miao, +5

EngineeringGraph TheoryMachine LearningDistributed AlgorithmsData Science +11