Ningyi Liao

20 papers A* 4Journal 15Unranked 1
YearRankTypeTitle / Venue / Authors
2025 J jnl
A Comprehensive Benchmark on Spectral GNNs: The Impact on Efficiency, Memory, and Effectiveness.
Proc. ACM Manag. Data
Ningyi Liao, Haoyu Liu, Zulun Zhu, Siqiang Luo, Laks V. S. Lakshmanan
2025 — conf
Advances in Designing Scalable Graph Neural Networks: The Perspective of Graph Data Management.
SIGMOD Conference Companion
Ningyi Liao, Siqiang Luo, Xiaokui Xiao, Reynold Cheng
2025 J jnl
Hiding in the Network: Attribute-Oriented Differential Privacy for Graph Neural Networks.
IEEE Trans. Inf. Forensics Secur.
Yuxin Qi, Xi Lin, Jiani Zhu, Ningyi Liao, Jianhua Li
2025 J jnl
RAGDoll: Efficient Offloading-based Online RAG System on a Single GPU.
CoRR
Weiping Yu, Ningyi Liao, Siqiang Luo, Junfeng Liu
2025 J jnl
SEQ-GPT: LLM-assisted Spatial Query via Example.
CoRR
Ivan Khai Ze Lim, Ningyi Liao, Yiming Yang, Gerald Wei Yong Yip, Siqiang Luo
2025 A* conf
SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation.
ICDE
Haoyu Liu, Ningyi Liao, Siqiang Luo
2025 A* conf
Unifews: You Need Fewer Operations for Efficient Graph Neural Networks.
ICML
Ningyi Liao, Zihao Yu, Ruixiao Zeng, Siqiang Luo
2024 J jnl
Benchmarking Spectral Graph Neural Networks: A Comprehensive Study on Effectiveness and Efficiency.
CoRR
Ningyi Liao, Haoyu Liu, Zulun Zhu, Siqiang Luo, Laks V. S. Lakshmanan
2024 J jnl
DHIL-GT: Scalable Graph Transformer with Decoupled Hierarchy Labeling.
CoRR
Ningyi Liao, Zihao Yu, Siqiang Luo
2024 J jnl
GENTI: GPU-powered Walk-based Subgraph Extraction for Scalable Representation Learning on Dynamic Graphs.
Proc. VLDB Endow.
Zihao Yu, Ningyi Liao, Siqiang Luo
2024 J jnl
Scalable decoupling graph neural network with feature-oriented optimization.
VLDB J.
Ningyi Liao, Dingheng Mo, Siqiang Luo, Xiang Li, Pengcheng Yin
2024 J jnl
Unifews: Unified Entry-Wise Sparsification for Efficient Graph Neural Network.
CoRR
Ningyi Liao, Zihao Yu, Siqiang Luo
2023 A* conf
Example Searcher: A Spatial Query System via Example.
ICDE
Jun Xuan Yew, Ningyi Liao, Dingheng Mo, Siqiang Luo
2023 A* conf
LD2: Scalable Heterophilous Graph Neural Network with Decoupled Embeddings.
NeurIPS
Ningyi Liao, Siqiang Luo, Xiang Li, Jieming Shi
2023 J jnl
Machine Learning for Subgraph Extraction: Methods, Applications and Challenges.
Proc. VLDB Endow.
Kai Siong Yow, Ningyi Liao, Siqiang Luo, Reynold Cheng
2023 J jnl
SIMGA: A Simple and Effective Heterophilous Graph Neural Network with Efficient Global Aggregation.
CoRR
Haoyu Liu, Ningyi Liao, Siqiang Luo
2022 J jnl
Achieving adversarial robustness via sparsity.
Mach. Learn.
Ningyi Liao, Shufan Wang, Liyao Xiang, Nanyang Ye, Shuo Shao, Pengzhi Chu
2022 J jnl
SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization.
CoRR
Ningyi Liao, Dingheng Mo, Siqiang Luo, Xiang Li, Pengcheng Yin
2022 J jnl
SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization.
Proc. VLDB Endow.
Ningyi Liao, Dingheng Mo, Siqiang Luo, Xiang Li, Pengcheng Yin
2020 J jnl
Achieving Adversarial Robustness via Sparsity.
CoRR
Shufan Wang, Ningyi Liao, Liyao Xiang, Nanyang Ye, Quanshi Zhang