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Principled Hyperedge Prediction with Structural Spectral Features and Neural Networks

Jun 13, 2021
Changlin Wan, Muhan Zhang, Wei Hao, Sha Cao, Pan Li, Chi Zhang

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Deep Graph Neural Networks with Shallow Subgraph Samplers

Dec 02, 2020
Hanqing Zeng, Muhan Zhang, Yinglong Xia, Ajitesh Srivastava, Rajgopal Kannan, Viktor Prasanna, Long Jin, Andrey Malevich, Ren Chen

* 21 pages 

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Revisiting Graph Neural Networks for Link Prediction

Oct 30, 2020
Muhan Zhang, Pan Li, Yinglong Xia, Kai Wang, Long Jin

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Pooling Regularized Graph Neural Network for fMRI Biomarker Analysis

Jul 29, 2020
Xiaoxiao Li, Yuan Zhou, Nicha C. Dvornek, Muhan Zhang, Juntang Zhuang, Pamela Ventola, James S Duncan

* MICCAI 2020 
* 11 pages, 4 figures 

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D-VAE: A Variational Autoencoder for Directed Acyclic Graphs

May 30, 2019
Muhan Zhang, Shali Jiang, Zhicheng Cui, Roman Garnett, Yixin Chen

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Inductive Graph Pattern Learning for Recommender Systems Based on a Graph Neural Network

Apr 26, 2019
Muhan Zhang, Yixin Chen

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Link Prediction Based on Graph Neural Networks

Sep 05, 2018
Muhan Zhang, Yixin Chen

* Accepted by NIPS 2018, to appear 

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