Yixuan He
Scholar

Yixuan He

Google Scholar ID: SWme_nYAAAAJ
Arizona State University
graph neural networksmachine learninggraph representation learninggraph embedding
Citations & Impact
All-time
Citations
961
 
H-index
11
 
i10-index
11
 
Publications
20
 
Co-authors
8
list available
Resume (English only)
Academic Achievements
  • Published several papers, including:
  • - GNNRank: Learning Global Rankings from Pairwise Comparisons via Directed Graph Neural Networks
  • - Robust Angular Synchronization via Directed Graph Neural Networks
  • - SSSNET: Semi-Supervised Signed Network Clustering
  • - MSGNN: A Spectral Graph Neural Network Based on a Novel Magnetic Signed Laplacian
  • - DIGRAC: Digraph Clustering Based on Flow Imbalance
  • - PyTorch Geometric Signed Directed: A Software Package on Graph Neural Networks for Signed and Directed Graphs
  • - Learning to Fuse Temporal Proximity Networks: A Case Study in Chimpanzee Social Interactions
  • - Generalization Error of Graph Neural Networks in the Mean-field Regime
  • - MagNet: A Neural Network for Directed Graphs
  • - PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models
  • - GNNs for Node Clustering in Signed and Directed Networks
  • - DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion
  • - Inferring Metabolic States from Single Cell Transcriptomic Data via Geometric Deep Learning
  • - Pyramid Graph Neural Network: A Graph Sampling and Filtering Approach for Multi-scale Disentangled Representations
Research Experience
  • During her time at Oxford, she was a doctoral student and involved in multiple research projects.
Education
  • Completed DPhil (PhD) in Statistics at the University of Oxford in 2024, supervised by Prof. Gesine Reinert and Prof. Mihai Cucuringu.
Background
  • Research interests include graph neural networks, machine learning, and mathematical modeling. Currently an Assistant Professor at Arizona State University.
Miscellany
  • In her free time, she enjoys table tennis (2022-2024 squad member and 2023-2024 President of Oxford University Table Tennis Club, winning the Oxford Blues Award in the 2023/24 academic year), badminton (2022-2024 squad member of Oxford University Badminton Club), piano, photography, and traveling.