About me

Hi! I’m Xin Zheng (Amanda), a final-year Ph.D. student in the Faculty of Information Technology at Monash University, Australia. I’m co-advised by Prof. Shirui Pan and Prof. Chunyang Chen. I received my Bachelor’s and Master’s degrees from Dalian University of Technology in 2017 and 2020, respectively. My research interests mainly lie in Graph Data-centric Machine Learning, Graph Neural Networks, Graph Neural Architecture Search.

News！

• [2023.11] Invited to present the tutorial “Towards Data-centric Graph Machine Learning” in Australia Database Conference (ADC) 2023 in Melbourne, Australia.
• [2023.09] Two works have been accepted by NeurIPS-2023!
  • NeurIPS-2023 “Structure-free Graph Condensation: From Large-scale Graphs to Condensed Graph-free Data”.
  • NeurIPS-2023 “GNNEvaluator: Evaluating GNN Performance On Unseen Graphs Without Labels”.
• [2023.09] New work arXiv “Towards Data-centric Graph Machine Learning: Review and Outlook”.
• [2023.02] One work has been accepted by WWW-2023 “Auto-HeG: Automated Graph Neural Network on Heterophilic Graphs”!
• [2022.10] One work has been accepted by ICDM-2023 “Multi-Relational Graph Neural Architecture Search with Fine-grained Message Passing”!
• [2022.02] arXiv survey work “Graph Neural Networks for Graphs with Heterophily: A Survey”!

Experiences

• [2023.04 ~ Present] Griffith University, Gold Coast, Australia
  • Visiting Student & Reasearch Assistant @ School of Information and Communication Technology
• [2021.07 ~ 2022.03] Monash University, Melbourne, Australia
  • Sessional Teaching Associate @ Faculty of Information Technology
• [2020.05 ~ 2021.03] AI Lab, Tencent, Shenzhen, China
  • Research Intern @ Center of Computer Vision, Mentor: Dr. Yanbo Fan and Prof. Baoyuan Wu
• [2018.01 ~ 2018.12] Institute of Automation, Chinese Academy of Sciences, Beijing, China
  • Research Assistant @ National Laboratory of Pattern Recognition (TNT Group), Advisor: Prof. Ran He