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Da Zheng

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Efficient and effective training of language and graph neural network models

Jun 22, 2022
Vassilis N. Ioannidis, Xiang Song, Da Zheng, Houyu Zhang, Jun Ma, Yi Xu, Belinda Zeng, Trishul Chilimbi, George Karypis

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Nimble GNN Embedding with Tensor-Train Decomposition

Jun 21, 2022
Chunxing Yin, Da Zheng, Israt Nisa, Christos Faloutos, George Karypis, Richard Vuduc

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TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs

Mar 28, 2022
Hongkuan Zhou, Da Zheng, Israt Nisa, Vasileios Ioannidis, Xiang Song, George Karypis

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Dr. Top-k: Delegate-Centric Top-k on GPUs

Sep 16, 2021
Anil Gaihre, Da Zheng, Scott Weitze, Lingda Li, Shuaiwen Leon Song, Caiwen Ding, Xiaoye S Li, Hang Liu

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TraverseNet: Unifying Space and Time in Message Passing

Aug 25, 2021
Zonghan Wu, Da Zheng, Shirui Pan, Quan Gan, Guodong Long, George Karypis

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Global Neighbor Sampling for Mixed CPU-GPU Training on Giant Graphs

Jun 11, 2021
Jialin Dong, Da Zheng, Lin F. Yang, Geroge Karypis

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Schema-Aware Deep Graph Convolutional Networks for Heterogeneous Graphs

May 03, 2021
Saurav Manchanda, Da Zheng, George Karypis

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Learning over Families of Sets -- Hypergraph Representation Learning for Higher Order Tasks

Jan 19, 2021
Balasubramaniam Srinivasan, Da Zheng, George Karypis

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

Oct 16, 2020
Da Zheng, Chao Ma, Minjie Wang, Jinjing Zhou, Qidong Su, Xiang Song, Quan Gan, Zheng Zhang, George Karypis

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