Ningyi Liao

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 12

Top Topics

Straight Forward

Preprocessing Stage

Top Venues

Proc. VLDB Endow.

Publications

Ningyi Liao, Haoyu Liu, Zulun Zhu, Siqiang Luo, Laks V. S. Lakshmanan
Benchmarking Spectral Graph Neural Networks: A Comprehensive Study on Effectiveness and Efficiency. CoRR (2024)
Zihao Yu, Ningyi Liao, Siqiang Luo
GENTI: GPU-powered Walk-based Subgraph Extraction for Scalable Representation Learning on Dynamic Graphs. Proc. VLDB Endow. 17 (9) (2024)
Ningyi Liao, Zihao Yu, Siqiang Luo
Unifews: Unified Entry-Wise Sparsification for Efficient Graph Neural Network. CoRR (2024)
Ningyi Liao, Dingheng Mo, Siqiang Luo, Xiang Li, Pengcheng Yin
Scalable decoupling graph neural network with feature-oriented optimization. VLDB J. 33 (3) (2024)
Haoyu Liu, Ningyi Liao, Siqiang Luo
SIMGA: A Simple and Effective Heterophilous Graph Neural Network with Efficient Global Aggregation. CoRR (2023)
Jun Xuan Yew, Ningyi Liao, Dingheng Mo, Siqiang Luo
Example Searcher: A Spatial Query System via Example. ICDE (2023)
Ningyi Liao, Siqiang Luo, Xiang Li, Jieming Shi
LD2: Scalable Heterophilous Graph Neural Network with Decoupled Embeddings. NeurIPS (2023)
Kai Siong Yow, Ningyi Liao, Siqiang Luo, Reynold Cheng
Machine Learning for Subgraph Extraction: Methods, Applications and Challenges. Proc. VLDB Endow. 16 (12) (2023)
Ningyi Liao, Dingheng Mo, Siqiang Luo, Xiang Li, Pengcheng Yin
SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization. Proc. VLDB Endow. 15 (11) (2022)
Ningyi Liao, Dingheng Mo, Siqiang Luo, Xiang Li, Pengcheng Yin
SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization. CoRR (2022)
Ningyi Liao, Shufan Wang, Liyao Xiang, Nanyang Ye, Shuo Shao, Pengzhi Chu
Achieving adversarial robustness via sparsity. Mach. Learn. 111 (2) (2022)
Shufan Wang, Ningyi Liao, Liyao Xiang, Nanyang Ye, Quanshi Zhang
Achieving Adversarial Robustness via Sparsity. CoRR (2020)