Scholar
Mingguo He
Google Scholar ID: UcIEkXYAAAAJ
Postdoc, National University of Singapore
Citations & Impact
Citations
621
H-index
5
i10-index
4
Publications
7
Co-authors
10
list available
Publications
Resume (English only)
Academic Achievements
- Publication: PolyFormer: Scalable Node-wise Filters via Polynomial Graph Transformer (KDD 2024)
- Publication: Spectral Heterogeneous Graph Convolutions via Positive Noncommutative Polynomials (TheWebConf 2024, Oral 9.4%)
- Publication: Convolutional Neural Networks on Graphs with Chebyshev Approximation, Revisited (NeurIPS 2022, Oral 1.8%)
- Publication: BernNet: Learning Arbitrary Graph Spectral Filters via Bernstein Approximation (NeurIPS 2021)
- Publication: Approximate Graph Propagation (KDD 2021)
- Publication: Rethinking Link Prediction for Directed Graphs (ArXiv Preprint)
Background
- Research Interests: Spectral Graph Neural Networks (GNNs), Graph Transformers, AI for Science (AI4Science); Professional Field: Artificial Intelligence; Brief Introduction: Currently a research fellow at the School of Computing, National University of Singapore, supervised by Prof. Xiaokui Xiao.
Miscellany
- Personal Interests: Not specified.
