Publications Archives

Federated Few-shot Learning

Song Wang, Xingbo Fu, Kaize Ding, Chen Chen, Huiyuan Chen, Jundong Li Federated Learning (FL) enables multiple clients to collaboratively learn a machine learning model…

Few-shot Node Classification with Extremely Weak Supervision

Song Wang, Yushun Dong, Kaize Ding, Chen Chen, Jundong Li Few-shot node classification aims at classifying nodes with limited labeled nodes as references.Recent few-shot…

Exploiting Features and Logits in Heterogeneous Federated Learning

Yun-Hin Chan, Edith C.-H. Ngai Due to the rapid growth of IoT and artificial intelligence, deploying neural networks on IoT devices…

Federated Graph Machine Learning: A Survey of Concepts, Techniques, and Applications

Xingbo Fu, Binchi Zhang, Yushun Dong, Chen Chen, Jundong Li Graph machine learning has gained great attention in both academia and industry recently. Most…

Use of Intelligent Reflecting Surfaces For and Against Wireless Communication Security

Salih Sarp; Haolin Tang; Yanxiao Zhao Abstract: Intelligent Reflecting Surfaces (IRS) have been perceived as a promising and innovative technology for 5G…