Scholar
Ningyi Liao
Google Scholar ID: RadPeSAAAAAJ
Nanyang Technological University
Citations & Impact
Citations
151
H-index
6
i10-index
6
Publications
17
Co-authors
10
list available
Publications
Resume (English only)
Academic Achievements
- [{'Publication': 'SIGMOD 2026 | PREMIA Award: A Comprehensive Benchmark on Spectral GNNs: The Impact on Efficiency, Memory, and Effectiveness'}, {'Publication': 'ICML 2025: Unifews: You Need Fewer Operations for Efficient Graph Neural Networks'}, {'Publication': 'VLDB 2024 | PREMIA Award: GENTI: GPU-powered Walk-based Subgraph Extraction for Scalable Representation Learning on Dynamic Graphs'}, {'Publication': 'NeurIPS 2023: LD²: Scalable Heterophilous Graph Neural Network with Decoupled Embeddings'}, {'Publication': 'VLDB 2022: SCARA: Scalable Graph Neural Networks with Feature-Oriented Optimization'}, {'Publication': 'Machine Learning 111: Achieving Adversarial Robustness via Sparsity'}, {'Publication': 'ICDE 2025: SIGMA: An Efficient Heterophilous Graph Neural Network with Fast Global Aggregation'}, {'Publication': 'VLDB 2023 Tutorial: Machine Learning for Subgraph Extraction: Methods, Applications and Challenges'}, {'Publication': 'ICDE 2023 Demo: Example Searcher: A Spatial Query System via Example'}, {'Publication': 'TIFS 2025: Hiding in the Network: Attribute-Oriented Differential Privacy for Graph Neural Networks'}]
Background
- Research interest lies in graph learning and efficient machine learning, particularly scalable graph neural networks.
