Yuanyuan Wang Ph.D. Student UoM Causal Learning & Reasoning Group School of Mathematics and Statistics The University of Melbourne Address: G27 Peter Hall Building, Parkville, VIC, Australia Email: yuanyuanw2 AT student.unimelb.edu.au

Biography

I am a Ph.D. student at the School of Mathematics and Statistics at the University of Melbourne. I hold a master's degree in Data Science from the University of Melbourne and a master's degree in Software Engineering from Beihang University. I earned my bachelor's degree in Mathematics and Applied Mathematics from Shandong Normal University. With over three years of experience working at Microsoft MSN and Baidu, I have developed strong expertise in data analysis and digital marketing. My current research focuses on causal reasoning for dynamic models, particularly those described by Ordinary and Stochastic Differential Equations (ODEs/SDEs).

Education Background

• Ph.D. student, 2021.08 - 2025.05 (expected)
  The University of Melbourne, Australia
  Supervised by Dr. Mingming Gong and co-supervised by Dr. Wei Huang, Dr. Xi Geng and Dr. Biwei Huang

• M.S. and Graduate Diploma in Data Science, 2019.02 - 2021.07
  The University of Melbourne, Australia

• M.E. in Software Engineering, 2012.09 - 2015.01
  Beihang University, Beijing, China

• B.S. in Mathematics and Applied Mathematics, 2008.09 - 2012.06
  Shandong Normal University, Shandong, China

Publications

• Identifiability Analysis of Linear ODE Systems with Hidden Confounders
  Y. Wang, B. Huang, W. Huang, X. Geng, M. Gong
  Neural Information Processing Systems (NeurIPS 2024).
  

• Generator Identification for Linear SDEs with Additive and Multiplicative Noise
  Y. Wang, X. Geng, W. Huang, B. Huang, M. Gong
  Neural Information Processing Systems (NeurIPS 2023).
  

• Identifiability and Asymptotics in Learning Homogeneous Linear ODE Systems from Discrete Observations
  Y. Wang, W. Huang, M. Gong, X. Geng, T. Liu, K. Zhang, D. Tao
  Journal of Machine Learning Research (JMLR 2024).
  

Honors and Awards

• Research Training Program Scholarship, the University of Melbourne, 2021-2025

• Dean's Honours List - Faculty of Science, the University of Melbourne, 2021

Academic Service

• Conference and Journal Reviewer: NeurIPS, ICML, ICLR, AISTATS, IEEE TNNLS, ECAI, ACML, JVCI, TKDD etc.

Tutoring Role

• MAST90072 - Data and Decision Making, the University of Melbourne

Work Experiences and Internships

• Baidu, Beijing, China, 2015.12 - 2017.09
  Data Analyst - Awarded 'The Star of the Quarter' for outstanding performance in Baidu

• XCAR, Beijing, China, 2015.06 - 2015.12
  Junior Product Manager - Successfully delivered a UGC (user generate content) project

• Baidu, Beijing, China, 2014.08 - 2015.04
  Product Assistant Intern - Awarded 'The Best Intern' in Baidu

• Microsoft MSN, Beijing, China, 2013.05 - 2013.10
  Product Assistant Intern

© Yuanyuan Wang | Last update: May. 2024