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Graph Neural Networks for Community Detection on Sparse Graphs


Nov 10, 2022
Luana Ruiz, Ningyuan Huang, Soledad Villar

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* Submitted to ICASSP 2023 

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Deep Learning is Provably Robust to Symmetric Label Noise


Oct 26, 2022
Carey E. Priebe, Ningyuan Huang, Soledad Villar, Cong Mu, Li Chen

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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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Endowing Language Models with Multimodal Knowledge Graph Representations


Jun 27, 2022
Ningyuan Huang, Yash R. Deshpande, Yibo Liu, Houda Alberts, Kyunghyun Cho, Clara Vania, Iacer Calixto

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* 14 pages with appendix, 2 figures, 15 tables 

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Deep Learning with Label Noise: A Hierarchical Approach


May 28, 2022
Li Chen, Ningyuan Huang, Cong Mu, Hayden S. Helm, Kate Lytvynets, Weiwei Yang, Carey E. Priebe

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* 8 pages, 7 figures 

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A Short Tutorial on The Weisfeiler-Lehman Test And Its Variants


Jan 18, 2022
Ningyuan Huang, Soledad Villar

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* IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021 

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A Simple Spectral Failure Mode for Graph Convolutional Networks


Oct 27, 2020
Carey E. Priebe, Cencheng Shen, Ningyuan Huang, Tianyi Chen

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