Trung-Kien Nguyen

Biography

I am a PhD student in Computer Engineering at University of Southern California, supervised by Professor Paul Bogdan. 

Prior to that, I was a Research Engineer at Singapore Management University under the supervision of Professor Yuan Fang, and a Visiting Researcher in Professor Ngai-Man Cheung's lab at Singapore University of Technology and Design. 

I obtained a Bachelor Degree in Computer Science from Vietnam National University, HCM University of Science.

Research Interest

• Deep Learning, Graph Neural Network, Graph Representation Learning, Data Mining, Computer Vision

Publications

1. Diffusion-based Negative Sampling on Graphs for Link Prediction

Trung-Kien Nguyen and Yuan Fang.

WWW The Web Conference 2024.

[Paper] [Code]

2. LHGNN: Link Prediction on Latent Heterogeneous Graphs

Trung-Kien Nguyen*, Zemin Liu*, and Yuan Fang. 

WWW The Web Conference 2023.

[Paper] [Code]

3. On Generalized Degree Fairness in Graph Neural Networks 

Zemin Liu, Trung-Kien Nguyen and Yuan Fang. 

AAAI Conference on Artificial Intelligence 2023.

[Paper] [Code]

4. Tail-GNN: Tail-Node Graph Neural Networks. 

Zemin Liu, Trung-Kien Nguyen and Yuan Fang. 

ACM SIGKDD Conference on Knowledge Discovery and Data Mining 2021.

[Paper] [Code]

5. On Data Augmentation for GAN Training. 

Ngoc-Trung Tran, Viet-Hung Tran, Ngoc-Bao Nguyen, Trung-Kien Nguyen and Ngai-Man Cheung.

IEEE Transactions on Image Processing 30, 2021.

[Paper] [Code]