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Xiang Song

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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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On the Initialization of Graph Neural Networks

Dec 05, 2023
Jiahang Li, Yakun Song, Xiang Song, David Paul Wipf

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TouchUp-G: Improving Feature Representation through Graph-Centric Finetuning

Sep 25, 2023
Jing Zhu, Xiang Song, Vassilis N. Ioannidis, Danai Koutra, Christos Faloutsos

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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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SpotTarget: Rethinking the Effect of Target Edges for Link Prediction in Graph Neural Networks

Jun 01, 2023
Jing Zhu, Yuhang Zhou, Vassilis N. Ioannidis, Shengyi Qian, Wei Ai, Xiang Song, Danai Koutra

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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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IGB: Addressing The Gaps In Labeling, Features, Heterogeneity, and Size of Public Graph Datasets for Deep Learning Research

Feb 27, 2023
Arpandeep Khatua, Vikram Sharma Mailthody, Bhagyashree Taleka, Tengfei Ma, Xiang Song, Wen-mei Hwu

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ReFresh: Reducing Memory Access from Exploiting Stable Historical Embeddings for Graph Neural Network Training

Jan 19, 2023
Kezhao Huang, Haitian Jiang, Minjie Wang, Guangxuan Xiao, David Wipf, Xiang Song, Quan Gan, Zengfeng Huang, Jidong Zhai, Zheng Zhang

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