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Hiding in the Network: Attribute-Oriented Differential Privacy for Graph Neural Networks
Graph Neural Networks (GNNs) have demonstrated remarkable potential in various downstream tasks by effectively capturing the relational …
Yuxin Qi, Xi Lin, Jiani Zhu, Ningyi Liao, Jianhua Li
Scalable Decoupling Graph Neural Networks with Feature-Oriented Optimization
SCARA extension with a more scalable reuse scheme.
Scalable Decoupling Graph Neural Networks with Feature-Oriented Optimization
Achieving Adversarial Robustness via Sparsity
Network pruning has been known to produce compact models without much accuracy degradation. However, how the pruning process affects a …
Ningyi Liao, Shufan Wang, Liyao Xiang, Nanyang Ye, Shuo Shao, Pengzhi Chu
Achieving Adversarial Robustness via Sparsity