Scalability & Efficiency

SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization
A feature-oriented GNN that scales to billion-scale extremely large graphs.
SCARA: Scalable 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
Network Compression in Federated Machine Learning
Qualifying Examinations report.
Network Compression in Federated Machine Learning