Ningyi Liao

According to our database, Ningyi Liao authored at least 19 papers between 2020 and 2025.

Collaborative distances:

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

2025

SEQ-GPT: LLM-assisted Spatial Query via Example.

Ivan Khai Ze Lim, Ningyi Liao, Yiming Yang, Gerald Wei Yong Yip, Siqiang Luo

CoRR, August, 2025

RAGDoll: Efficient Offloading-based Online RAG System on a Single GPU.

Weiping Yu, Ningyi Liao, Siqiang Luo, Junfeng Liu

CoRR, April, 2025

Hiding in the Network: Attribute-Oriented Differential Privacy for Graph Neural Networks.

Yuxin Qi, Xi Lin, Jiani Zhu, Ningyi Liao, Jianhua Li

IEEE Trans. Inf. Forensics Secur., 2025

A Comprehensive Benchmark on Spectral GNNs: The Impact on Efficiency, Memory, and Effectiveness.

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

Proc. ACM Manag. Data, 2025

Advances in Designing Scalable Graph Neural Networks: The Perspective of Graph Data Management.

Ningyi Liao, Siqiang Luo, Xiaokui Xiao, Reynold Cheng

Proceedings of the Companion of the 2025 International Conference on Management of Data, 2025

Unifews: You Need Fewer Operations for Efficient Graph Neural Networks.

Ningyi Liao, Zihao Yu, Ruixiao Zeng, Siqiang Luo

Proceedings of the Forty-second International Conference on Machine Learning, 2025

SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation.

Haoyu Liu, Ningyi Liao, Siqiang Luo

Proceedings of the 41st IEEE International Conference on Data Engineering, 2025

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