Ningyi Liao

According to our database, Ningyi Liao authored at least 12 papers between 2020 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Scalable decoupling graph neural network with feature-oriented optimization.

Ningyi Liao, Dingheng Mo, Siqiang Luo, Xiang Li, Pengcheng Yin

VLDB J., May, 2024

GENTI: GPU-powered Walk-based Subgraph Extraction for Scalable Representation Learning on Dynamic Graphs.

Zihao Yu, Ningyi Liao, Siqiang Luo

Proc. VLDB Endow., May, 2024

DHIL-GT: Scalable Graph Transformer with Decoupled Hierarchy Labeling.

Ningyi Liao, Zihao Yu, Siqiang Luo

CoRR, 2024

Benchmarking Spectral Graph Neural Networks: A Comprehensive Study on Effectiveness and Efficiency.

Ningyi Liao, Haoyu Liu, Zulun Zhu, Siqiang Luo, Laks V. S. Lakshmanan

CoRR, 2024

Unifews: Unified Entry-Wise Sparsification for Efficient Graph Neural Network.

Ningyi Liao, Zihao Yu, Siqiang Luo

CoRR, 2024

2023

Machine Learning for Subgraph Extraction: Methods, Applications and Challenges.

Kai Siong Yow, Ningyi Liao, Siqiang Luo, Reynold Cheng

Proc. VLDB Endow., 2023

SIMGA: A Simple and Effective Heterophilous Graph Neural Network with Efficient Global Aggregation.

Haoyu Liu, Ningyi Liao, Siqiang Luo

CoRR, 2023

LD2: Scalable Heterophilous Graph Neural Network with Decoupled Embeddings.

Ningyi Liao, Siqiang Luo, Xiang Li, Jieming Shi

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Example Searcher: A Spatial Query System via Example.

Jun Xuan Yew, Ningyi Liao, Dingheng Mo, Siqiang Luo

Proceedings of the 39th IEEE International Conference on Data Engineering, 2023

2022

SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization.

Ningyi Liao, Dingheng Mo, Siqiang Luo, Xiang Li, Pengcheng Yin

Proc. VLDB Endow., 2022

Achieving adversarial robustness via sparsity.

Ningyi Liao, Shufan Wang, Liyao Xiang, Nanyang Ye, Shuo Shao, Pengzhi Chu

Mach. Learn., 2022

2020

Achieving Adversarial Robustness via Sparsity.

Shufan Wang, Ningyi Liao, Liyao Xiang, Nanyang Ye, Quanshi Zhang

CoRR, 2020