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Journal Articles
- 2024
[j5]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): 2269-2278 (2024)- [j4]Ningyi Liao, Dingheng Mo, Siqiang Luo
, Xiang Li, Pengcheng Yin:
Scalable decoupling graph neural network with feature-oriented optimization. VLDB J. 33(3): 667-683 (2024) - 2023
- [j3]Kai Siong Yow, Ningyi Liao, Siqiang Luo, Reynold Cheng:
Machine Learning for Subgraph Extraction: Methods, Applications and Challenges. Proc. VLDB Endow. 16(12): 3864-3867 (2023) - 2022
- [j2]Ningyi Liao, Shufan Wang, Liyao Xiang, Nanyang Ye, Shuo Shao, Pengzhi Chu:
Achieving adversarial robustness via sparsity. Mach. Learn. 111(2): 685-711 (2022) - [j1]Ningyi Liao, Dingheng Mo, Siqiang Luo, Xiang Li, Pengcheng Yin:
SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization. Proc. VLDB Endow. 15(11): 3240-3248 (2022)
Conference and Workshop Papers
- 2023
- [c2]Jun Xuan Yew, Ningyi Liao, Dingheng Mo, Siqiang Luo:
Example Searcher: A Spatial Query System via Example. ICDE 2023: 3635-3638 - [c1]Ningyi Liao, Siqiang Luo, Xiang Li, Jieming Shi:
LD2: Scalable Heterophilous Graph Neural Network with Decoupled Embeddings. NeurIPS 2023
Informal and Other Publications
- 2024
- [i5]Ningyi Liao, Zihao Yu, Siqiang Luo:
Unifews: Unified Entry-Wise Sparsification for Efficient Graph Neural Network. CoRR abs/2403.13268 (2024) - [i4]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 abs/2406.09675 (2024) - 2023
- [i3]Haoyu Liu, Ningyi Liao, Siqiang Luo:
SIMGA: A Simple and Effective Heterophilous Graph Neural Network with Efficient Global Aggregation. CoRR abs/2305.09958 (2023) - 2022
- [i2]Ningyi Liao, Dingheng Mo, Siqiang Luo, Xiang Li, Pengcheng Yin:
SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization. CoRR abs/2207.09179 (2022) - 2020
- [i1]Shufan Wang, Ningyi Liao, Liyao Xiang, Nanyang Ye, Quanshi Zhang:
Achieving Adversarial Robustness via Sparsity. CoRR abs/2009.05423 (2020)
Coauthor Index
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