Lingxiao Zhao

Beyond Homophily in Graph Neural Networks: Current Limitations and\n Effective Designs

Jiong Zhu, Yujun Yan, Lingxiao Zhao et al. · arXiv (Cornell University) · 2020 · 265 citations · Full text

Beyond Homophily in Graph Neural Networks: Current Limitations and Effective Designs

Jiong Zhu, Yujun Yan, Lingxiao Zhao et al. · arXiv (Cornell University) · 2020 · 171 citations · Full text

Geometric Learning, Engineering, Machine Learning +18

PairNorm: Tackling Oversmoothing in GNNs

Lingxiao Zhao, Leman Akoglu · arXiv (Cornell University) · 2019 · 158 citations · Full text

Convolutional Neural Network, Graph Convolutions, Machine Learning +20

PairNorm: Tackling Oversmoothing in GNNs

Lingxiao Zhao, Leman Akoglu · arXiv (Cornell University) · 2020 · 94 citations · Full text

Convolutional Neural Network, Graph Convolutions, Machine Learning +19

Graph Unrolling Networks: Interpretable Neural Networks for Graph Signal Denoising

Siheng Chen, Yonina C. Eldar, Lingxiao Zhao · IEEE Transactions on Signal Processing · 2021 · 78 citations · Full text

Graph Neural Network, Engineering, Graph Theory +14