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Da Zheng

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NetInfoF Framework: Measuring and Exploiting Network Usable Information

Feb 12, 2024
Meng-Chieh Lee, Haiyang Yu, Jian Zhang, Vassilis N. Ioannidis, Xiang Song, Soji Adeshina, Da Zheng, Christos Faloutsos

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Tango: rethinking quantization for graph neural network training on GPUs

Aug 02, 2023
Shiyang Chen, Da Zheng, Caiwen Ding, Chengying Huan, Yuede Ji, Hang Liu

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DistTGL: Distributed Memory-Based Temporal Graph Neural Network Training

Jul 14, 2023
Hongkuan Zhou, Da Zheng, Xiang Song, George Karypis, Viktor Prasanna

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Graph-Aware Language Model Pre-Training on a Large Graph Corpus Can Help Multiple Graph Applications

Jun 05, 2023
Han Xie, Da Zheng, Jun Ma, Houyu Zhang, Vassilis N. Ioannidis, Xiang Song, Qing Ping, Sheng Wang, Carl Yang, Yi Xu, Belinda Zeng, Trishul Chilimbi

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Train Your Own GNN Teacher: Graph-Aware Distillation on Textual Graphs

Apr 20, 2023
Costas Mavromatis, Vassilis N. Ioannidis, Shen Wang, Da Zheng, Soji Adeshina, Jun Ma, Han Zhao, Christos Faloutsos, George Karypis

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PaGE-Link: Path-based Graph Neural Network Explanation for Heterogeneous Link Prediction

Mar 21, 2023
Shichang Zhang, Jiani Zhang, Xiang Song, Soji Adeshina, Da Zheng, Christos Faloutsos, Yizhou Sun

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OrthoReg: Improving Graph-regularized MLPs via Orthogonality Regularization

Jan 31, 2023
Hengrui Zhang, Shen Wang, Vassilis N. Ioannidis, Soji Adeshina, Jiani Zhang, Xiao Qin, Christos Faloutsos, Da Zheng, George Karypis, Philip S. Yu

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PIGEON: Optimizing CUDA Code Generator for End-to-End Training and Inference of Relational Graph Neural Networks

Jan 16, 2023
Kun Wu, Mert Hidayetoğlu, Xiang Song, Sitao Huang, Da Zheng, Israt Nisa, Wen-mei Hwu

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From Local to Global: Spectral-Inspired Graph Neural Networks

Sep 24, 2022
Ningyuan Huang, Soledad Villar, Carey E. Priebe, Da Zheng, Chengyue Huang, Lin Yang, Vladimir Braverman

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