Neural Network Pruning

Unifews: Unified Entry-Wise Sparsification for Efficient Graph Neural Network
Graph Neural Networks (GNNs) have shown promising performance in various graph learning tasks, but at the cost of resource-intensive …
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