Deep Graph Library: A Graph-Centric, Highly-Performant Package for Graph Neural Networks

Minjie Wang, Da Zheng, Zihao Ye, +12

arXiv (Cornell University)

Graph Representation LearningMachine LearningEngineeringNetwork AnalysisGraph Signal Processing +17

Deep Graph Library: Towards Efficient and Scalable Deep Learning on Graphs

Minjie Wang, Lingfan Yu, Da Zheng, +15

arXiv (Cornell University)

Graph Neural NetworkGraph Representation LearningGraph TheoryData ScienceTowards Efficient +8

FlashGraph: processing billion-node graphs on an array of commodity SSDs

Da Zheng, Disa Mhembere, Randal Burns, +3

arXiv (Cornell University)

Cluster ComputingStorage PerformanceEngineeringComputer ArchitectureParallel Storage +15

DistDGL: Distributed Graph Neural Network Training for Billion-Scale Graphs

Da Zheng, Chao Ma, Minjie Wang, +6

Cluster ComputingEngineeringMachine LearningDistributed AlgorithmsNetwork Analysis +15

DGL-KE

Da Zheng, Xiang Song, Chao Ma, +6

Cluster ComputingKnowledge RepresentationGraph Neural NetworkEngineeringMachine Learning +13

TGL

Hongkuan Zhou, Da Zheng, Israt Nisa, +3

Proceedings of the VLDB Endowment

Structured PredictionSequence ModellingEngineeringMachine LearningData Science +7

Distributed Hybrid CPU and GPU training for Graph Neural Networks on Billion-Scale Heterogeneous Graphs

Da Zheng, Xiang Song, Chengru Yang, +2

Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining

Cluster ComputingEngineeringMachine LearningNetwork AnalysisHybrid Cpu +18

FeatGraph: A Flexible and Efficient Backend for Graph Neural Network Systems

Yuwei Hu, Zihao Ye, Minjie Wang, +6

Graph Representation LearningMachine LearningEngineeringNetwork AnalysisEfficient Backend +14

Collective Multi-type Entity Alignment Between Knowledge Graphs

Qi Zhu, Hao Wei, Bunyamin Sisman, +4

EngineeringMachine LearningSemanticsSemantic WebText Mining +17

Toward millions of file system IOPS on low-cost, commodity hardware

Da Zheng, Randal Burns, Alexander S. Szalay

Cluster ComputingStorage PerformanceEngineeringPage CachingComputer Architecture +17